In [2]:
from sklearn import tree
import pandas as pd
import numpy as np
In [3]:
df_bp = pd.read_csv("bloodpressure_train.csv")
df_bp.head()
Out[3]:
id gender age hypertension heart_disease ever_married work_type Residence_type avg_glucose_level bmi smoking_status stroke
0 30669 Male 3.0 0 0 No children Rural 95.12 18.0 NaN 0
1 30468 Male 58.0 1 0 Yes Private Urban 87.96 39.2 never smoked 0
2 16523 Female 8.0 0 0 No Private Urban 110.89 17.6 NaN 0
3 56543 Female 70.0 0 0 Yes Private Rural 69.04 35.9 formerly smoked 0
4 46136 Male 14.0 0 0 No Never_worked Rural 161.28 19.1 NaN 0
In [ ]:
In [4]:
target = df_bp["stroke"]
target_names = ["negative", "positive"]
In [5]:
df_bp['gender'].replace('Male',1, inplace=True)
df_bp['gender'].replace('Female',0, inplace=True)
df_bp['gender'].replace('Other',0,inplace=True)

df_bp['ever_married'].replace('Yes',1, inplace=True)
df_bp['ever_married'].replace('No',0, inplace=True)

df_bp['Residence_type'].replace('Urban',1, inplace=True)
df_bp['Residence_type'].replace('Rural',0, inplace=True)

df_bp['smoking_status'].replace('smokes',1, inplace=True)
df_bp['smoking_status'].replace('never smoked',0, inplace=True)
df_bp['smoking_status'].replace('formerly smoked',1, inplace=True)
In [6]:
df_bp.head()
Out[6]:
id gender age hypertension heart_disease ever_married work_type Residence_type avg_glucose_level bmi smoking_status stroke
0 30669 1 3.0 0 0 0 children 0 95.12 18.0 NaN 0
1 30468 1 58.0 1 0 1 Private 1 87.96 39.2 0.0 0
2 16523 0 8.0 0 0 0 Private 1 110.89 17.6 NaN 0
3 56543 0 70.0 0 0 1 Private 0 69.04 35.9 1.0 0
4 46136 1 14.0 0 0 0 Never_worked 0 161.28 19.1 NaN 0
In [18]:
BPdata = df_bp.drop(["id","work_type", "stroke"], axis=1)
feature_names = BPdata.columns
BPdata.head()
Out[18]:
gender age hypertension heart_disease ever_married Residence_type avg_glucose_level bmi smoking_status
0 1 3.0 0 0 0 0 95.12 18.0 NaN
1 1 58.0 1 0 1 1 87.96 39.2 0.0
2 0 8.0 0 0 0 1 110.89 17.6 NaN
3 0 70.0 0 0 1 0 69.04 35.9 1.0
4 1 14.0 0 0 0 0 161.28 19.1 NaN
In [19]:
 BPdata.fillna(0)
Out[19]:
gender age hypertension heart_disease ever_married Residence_type avg_glucose_level bmi smoking_status
0 1 3.0 0 0 0 0 95.12 18.0 0.0
1 1 58.0 1 0 1 1 87.96 39.2 0.0
2 0 8.0 0 0 0 1 110.89 17.6 0.0
3 0 70.0 0 0 1 0 69.04 35.9 1.0
4 1 14.0 0 0 0 0 161.28 19.1 0.0
5 0 47.0 0 0 1 1 210.95 50.1 0.0
6 0 52.0 0 0 1 1 77.59 17.7 1.0
7 0 75.0 0 1 1 0 243.53 27.0 0.0
8 0 32.0 0 0 1 0 77.67 32.3 1.0
9 0 74.0 1 0 1 1 205.84 54.6 0.0
10 0 79.0 0 0 1 1 77.08 35.0 0.0
11 1 79.0 0 1 1 1 57.08 22.0 1.0
12 0 37.0 0 0 1 0 162.96 39.4 0.0
13 0 37.0 0 0 1 0 73.50 26.1 1.0
14 0 40.0 0 0 1 0 95.04 42.4 0.0
15 1 35.0 0 0 0 0 85.37 33.0 0.0
16 0 20.0 0 0 0 1 84.62 19.7 1.0
17 0 42.0 0 0 1 0 82.67 22.5 0.0
18 0 44.0 0 0 1 1 57.33 24.6 1.0
19 0 79.0 0 1 1 1 67.84 25.2 1.0
20 0 65.0 1 0 1 0 75.70 41.8 0.0
21 0 57.0 1 0 1 0 129.54 60.9 1.0
22 0 49.0 0 0 1 0 60.22 31.5 1.0
23 1 71.0 0 0 1 1 198.21 27.3 1.0
24 0 59.0 0 0 1 1 109.82 23.7 0.0
25 0 25.0 0 0 1 1 60.84 24.5 0.0
26 0 67.0 0 0 1 0 94.61 28.4 1.0
27 0 38.0 0 0 0 0 97.49 26.9 0.0
28 0 54.0 0 0 1 0 206.72 26.7 0.0
29 0 70.0 0 0 1 0 214.45 31.2 0.0
... ... ... ... ... ... ... ... ... ...
43370 1 79.0 0 0 1 0 100.71 25.2 0.0
43371 0 78.0 0 0 1 1 182.45 0.0 1.0
43372 1 36.0 1 0 1 1 149.22 33.4 0.0
43373 0 46.0 0 0 0 0 88.66 34.5 1.0
43374 1 49.0 0 0 1 0 98.91 35.3 1.0
43375 0 70.0 0 0 1 0 121.45 27.3 0.0
43376 0 3.0 0 0 0 0 83.32 21.3 0.0
43377 0 63.0 0 0 1 1 88.08 33.6 0.0
43378 1 22.0 0 0 0 1 86.82 30.2 0.0
43379 1 47.0 0 1 1 1 89.25 29.0 0.0
43380 1 26.0 0 0 1 0 71.31 25.3 1.0
43381 1 45.0 0 0 1 1 214.05 40.5 1.0
43382 0 9.0 0 0 0 1 68.49 16.8 0.0
43383 1 18.0 0 0 0 1 131.73 24.9 0.0
43384 0 65.0 0 0 1 0 200.92 30.7 1.0
43385 0 66.0 0 0 1 1 92.10 24.8 0.0
43386 1 68.0 0 1 1 1 113.60 25.5 0.0
43387 1 20.0 0 0 0 0 83.37 26.5 0.0
43388 0 64.0 1 0 1 0 228.43 0.0 1.0
43389 1 14.0 0 0 0 1 82.48 24.8 0.0
43390 0 69.0 0 0 1 1 229.85 31.2 0.0
43391 1 6.0 0 0 0 1 77.48 19.1 0.0
43392 0 18.0 0 0 0 1 131.96 22.8 0.0
43393 1 39.0 0 0 1 0 132.22 31.6 0.0
43394 1 47.0 0 0 0 1 68.52 25.2 1.0
43395 0 10.0 0 0 0 1 58.64 20.4 0.0
43396 0 56.0 0 0 1 1 213.61 55.4 1.0
43397 0 82.0 1 0 1 1 91.94 28.9 1.0
43398 1 40.0 0 0 1 1 99.16 33.2 0.0
43399 0 82.0 0 0 1 1 79.48 20.6 0.0

43400 rows × 9 columns

In [20]:
BPdata.astype('float')
Out[20]:
gender age hypertension heart_disease ever_married Residence_type avg_glucose_level bmi smoking_status
0 1.0 3.0 0.0 0.0 0.0 0.0 95.12 18.0 NaN
1 1.0 58.0 1.0 0.0 1.0 1.0 87.96 39.2 0.0
2 0.0 8.0 0.0 0.0 0.0 1.0 110.89 17.6 NaN
3 0.0 70.0 0.0 0.0 1.0 0.0 69.04 35.9 1.0
4 1.0 14.0 0.0 0.0 0.0 0.0 161.28 19.1 NaN
5 0.0 47.0 0.0 0.0 1.0 1.0 210.95 50.1 NaN
6 0.0 52.0 0.0 0.0 1.0 1.0 77.59 17.7 1.0
7 0.0 75.0 0.0 1.0 1.0 0.0 243.53 27.0 0.0
8 0.0 32.0 0.0 0.0 1.0 0.0 77.67 32.3 1.0
9 0.0 74.0 1.0 0.0 1.0 1.0 205.84 54.6 0.0
10 0.0 79.0 0.0 0.0 1.0 1.0 77.08 35.0 NaN
11 1.0 79.0 0.0 1.0 1.0 1.0 57.08 22.0 1.0
12 0.0 37.0 0.0 0.0 1.0 0.0 162.96 39.4 0.0
13 0.0 37.0 0.0 0.0 1.0 0.0 73.50 26.1 1.0
14 0.0 40.0 0.0 0.0 1.0 0.0 95.04 42.4 0.0
15 1.0 35.0 0.0 0.0 0.0 0.0 85.37 33.0 0.0
16 0.0 20.0 0.0 0.0 0.0 1.0 84.62 19.7 1.0
17 0.0 42.0 0.0 0.0 1.0 0.0 82.67 22.5 0.0
18 0.0 44.0 0.0 0.0 1.0 1.0 57.33 24.6 1.0
19 0.0 79.0 0.0 1.0 1.0 1.0 67.84 25.2 1.0
20 0.0 65.0 1.0 0.0 1.0 0.0 75.70 41.8 NaN
21 0.0 57.0 1.0 0.0 1.0 0.0 129.54 60.9 1.0
22 0.0 49.0 0.0 0.0 1.0 0.0 60.22 31.5 1.0
23 1.0 71.0 0.0 0.0 1.0 1.0 198.21 27.3 1.0
24 0.0 59.0 0.0 0.0 1.0 1.0 109.82 23.7 0.0
25 0.0 25.0 0.0 0.0 1.0 1.0 60.84 24.5 0.0
26 0.0 67.0 0.0 0.0 1.0 0.0 94.61 28.4 1.0
27 0.0 38.0 0.0 0.0 0.0 0.0 97.49 26.9 0.0
28 0.0 54.0 0.0 0.0 1.0 0.0 206.72 26.7 0.0
29 0.0 70.0 0.0 0.0 1.0 0.0 214.45 31.2 0.0
... ... ... ... ... ... ... ... ... ...
43370 1.0 79.0 0.0 0.0 1.0 0.0 100.71 25.2 0.0
43371 0.0 78.0 0.0 0.0 1.0 1.0 182.45 NaN 1.0
43372 1.0 36.0 1.0 0.0 1.0 1.0 149.22 33.4 NaN
43373 0.0 46.0 0.0 0.0 0.0 0.0 88.66 34.5 1.0
43374 1.0 49.0 0.0 0.0 1.0 0.0 98.91 35.3 1.0
43375 0.0 70.0 0.0 0.0 1.0 0.0 121.45 27.3 0.0
43376 0.0 3.0 0.0 0.0 0.0 0.0 83.32 21.3 NaN
43377 0.0 63.0 0.0 0.0 1.0 1.0 88.08 33.6 0.0
43378 1.0 22.0 0.0 0.0 0.0 1.0 86.82 30.2 0.0
43379 1.0 47.0 0.0 1.0 1.0 1.0 89.25 29.0 NaN
43380 1.0 26.0 0.0 0.0 1.0 0.0 71.31 25.3 1.0
43381 1.0 45.0 0.0 0.0 1.0 1.0 214.05 40.5 1.0
43382 0.0 9.0 0.0 0.0 0.0 1.0 68.49 16.8 NaN
43383 1.0 18.0 0.0 0.0 0.0 1.0 131.73 24.9 0.0
43384 0.0 65.0 0.0 0.0 1.0 0.0 200.92 30.7 1.0
43385 0.0 66.0 0.0 0.0 1.0 1.0 92.10 24.8 NaN
43386 1.0 68.0 0.0 1.0 1.0 1.0 113.60 25.5 0.0
43387 1.0 20.0 0.0 0.0 0.0 0.0 83.37 26.5 0.0
43388 0.0 64.0 1.0 0.0 1.0 0.0 228.43 NaN 1.0
43389 1.0 14.0 0.0 0.0 0.0 1.0 82.48 24.8 NaN
43390 0.0 69.0 0.0 0.0 1.0 1.0 229.85 31.2 0.0
43391 1.0 6.0 0.0 0.0 0.0 1.0 77.48 19.1 NaN
43392 0.0 18.0 0.0 0.0 0.0 1.0 131.96 22.8 NaN
43393 1.0 39.0 0.0 0.0 1.0 0.0 132.22 31.6 0.0
43394 1.0 47.0 0.0 0.0 0.0 1.0 68.52 25.2 1.0
43395 0.0 10.0 0.0 0.0 0.0 1.0 58.64 20.4 0.0
43396 0.0 56.0 0.0 0.0 1.0 1.0 213.61 55.4 1.0
43397 0.0 82.0 1.0 0.0 1.0 1.0 91.94 28.9 1.0
43398 1.0 40.0 0.0 0.0 1.0 1.0 99.16 33.2 0.0
43399 0.0 82.0 0.0 0.0 1.0 1.0 79.48 20.6 0.0

43400 rows × 9 columns

In [21]:
print(BPdata.dtypes)

gender                 int64
age                  float64
hypertension           int64
heart_disease          int64
ever_married           int64
Residence_type         int64
avg_glucose_level    float64
bmi                  float64
smoking_status       float64
dtype: object
In [22]:
BPdata.fillna(0,inplace=True)
In [23]:
from sklearn.model_selection import train_test_split
X_train, X_test, y_train, y_test = train_test_split(BPdata, target, random_state=42)
In [24]:
clf = tree.DecisionTreeClassifier()
clf = clf.fit(X_train, y_train)
clf.score(X_test, y_test)
Out[24]:
0.9626728110599079
In [39]:
# WARNING! BOILERPLATE CODE HERE! 
# Use this to visualize the tree

import graphviz 
dot_data = tree.export_graphviz(
    clf, out_file=None, 
    feature_names=feature_names,  
    class_names=target_names,  
    filled=True, rounded=True,  
    special_characters=True)  

graph = graphviz.Source(dot_data)  
graph
Out[39]:
Tree 0 age ≤ 66.5 gini = 0.0347 samples = 32550 value = [31975, 575] class = negative 1 bmi ≤ 5.05 gini = 0.0149 samples = 27255 value = [27050, 205] class = negative 0->1 True 926 bmi ≤ 15.75 gini = 0.13 samples = 5295 value = [4925, 370] class = negative 0->926 False 2 age ≤ 44.5 gini = 0.1048 samples = 739 value = [698, 41] class = negative 1->2 157 age ≤ 53.5 gini = 0.0123 samples = 26516 value = [26352, 164] class = negative 1->157 3 avg_glucose_level ≤ 60.805 gini = 0.0127 samples = 312 value = [310, 2] class = negative 2->3 16 hypertension ≤ 0.5 gini = 0.166 samples = 427 value = [388, 39] class = negative 2->16 4 avg_glucose_level ≤ 59.905 gini = 0.32 samples = 5 value = [4, 1] class = negative 3->4 7 age ≤ 37.5 gini = 0.0065 samples = 307 value = [306, 1] class = negative 3->7 5 gini = 0.0 samples = 4 value = [4, 0] class = negative 4->5 6 gini = 0.0 samples = 1 value = [0, 1] class = positive 4->6 8 gini = 0.0 samples = 235 value = [235, 0] class = negative 7->8 9 age ≤ 38.5 gini = 0.0274 samples = 72 value = [71, 1] class = negative 7->9 10 avg_glucose_level ≤ 97.725 gini = 0.1975 samples = 9 value = [8, 1] class = negative 9->10 15 gini = 0.0 samples = 63 value = [63, 0] class = negative 9->15 11 gini = 0.0 samples = 5 value = [5, 0] class = negative 10->11 12 avg_glucose_level ≤ 155.52 gini = 0.375 samples = 4 value = [3, 1] class = negative 10->12 13 gini = 0.0 samples = 1 value = [0, 1] class = positive 12->13 14 gini = 0.0 samples = 3 value = [3, 0] class = negative 12->14 17 avg_glucose_level ≤ 211.815 gini = 0.207 samples = 307 value = [271, 36] class = negative 16->17 144 avg_glucose_level ≤ 99.41 gini = 0.0487 samples = 120 value = [117, 3] class = negative 16->144 18 avg_glucose_level ≤ 211.36 gini = 0.2355 samples = 264 value = [228, 36] class = negative 17->18 143 gini = 0.0 samples = 43 value = [43, 0] class = negative 17->143 19 age ≤ 62.5 gini = 0.2307 samples = 263 value = [228, 35] class = negative 18->19 142 gini = 0.0 samples = 1 value = [0, 1] class = positive 18->142 20 avg_glucose_level ≤ 65.125 gini = 0.1892 samples = 208 value = [186, 22] class = negative 19->20 101 avg_glucose_level ≤ 133.4 gini = 0.361 samples = 55 value = [42, 13] class = negative 19->101 21 avg_glucose_level ≤ 62.8 gini = 0.5 samples = 4 value = [2, 2] class = negative 20->21 24 avg_glucose_level ≤ 111.165 gini = 0.1769 samples = 204 value = [184, 20] class = negative 20->24 22 gini = 0.0 samples = 2 value = [2, 0] class = negative 21->22 23 gini = 0.0 samples = 2 value = [0, 2] class = positive 21->23 25 heart_disease ≤ 0.5 gini = 0.1292 samples = 144 value = [134, 10] class = negative 24->25 72 avg_glucose_level ≤ 111.96 gini = 0.2778 samples = 60 value = [50, 10] class = negative 24->72 26 avg_glucose_level ≤ 80.03 gini = 0.1516 samples = 121 value = [111, 10] class = negative 25->26 71 gini = 0.0 samples = 23 value = [23, 0] class = negative 25->71 27 avg_glucose_level ≤ 79.855 gini = 0.2509 samples = 34 value = [29, 5] class = negative 26->27 48 age ≤ 53.5 gini = 0.1083 samples = 87 value = [82, 5] class = negative 26->48 28 age ≤ 57.5 gini = 0.213 samples = 33 value = [29, 4] class = negative 27->28 47 gini = 0.0 samples = 1 value = [0, 1] class = positive 27->47 29 avg_glucose_level ≤ 76.83 gini = 0.0868 samples = 22 value = [21, 1] class = negative 28->29 34 avg_glucose_level ≤ 71.735 gini = 0.3967 samples = 11 value = [8, 3] class = negative 28->34 30 gini = 0.0 samples = 16 value = [16, 0] class = negative 29->30 31 avg_glucose_level ≤ 77.245 gini = 0.2778 samples = 6 value = [5, 1] class = negative 29->31 32 gini = 0.0 samples = 1 value = [0, 1] class = positive 31->32 33 gini = 0.0 samples = 5 value = [5, 0] class = negative 31->33 35 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 34->35 40 smoking_status ≤ 0.5 gini = 0.2188 samples = 8 value = [7, 1] class = negative 34->40 36 avg_glucose_level ≤ 70.645 gini = 0.5 samples = 2 value = [1, 1] class = negative 35->36 39 gini = 0.0 samples = 1 value = [0, 1] class = positive 35->39 37 gini = 0.0 samples = 1 value = [1, 0] class = negative 36->37 38 gini = 0.0 samples = 1 value = [0, 1] class = positive 36->38 41 age ≤ 60.0 gini = 0.375 samples = 4 value = [3, 1] class = negative 40->41 46 gini = 0.0 samples = 4 value = [4, 0] class = negative 40->46 42 avg_glucose_level ≤ 74.21 gini = 0.5 samples = 2 value = [1, 1] class = negative 41->42 45 gini = 0.0 samples = 2 value = [2, 0] class = negative 41->45 43 gini = 0.0 samples = 1 value = [1, 0] class = negative 42->43 44 gini = 0.0 samples = 1 value = [0, 1] class = positive 42->44 49 avg_glucose_level ≤ 86.335 gini = 0.1769 samples = 51 value = [46, 5] class = negative 48->49 70 gini = 0.0 samples = 36 value = [36, 0] class = negative 48->70 50 gini = 0.0 samples = 12 value = [12, 0] class = negative 49->50 51 avg_glucose_level ≤ 86.94 gini = 0.2235 samples = 39 value = [34, 5] class = negative 49->51 52 gini = 0.0 samples = 1 value = [0, 1] class = positive 51->52 53 smoking_status ≤ 0.5 gini = 0.1884 samples = 38 value = [34, 4] class = negative 51->53 54 avg_glucose_level ≤ 91.695 gini = 0.3367 samples = 14 value = [11, 3] class = negative 53->54 65 ever_married ≤ 0.5 gini = 0.0799 samples = 24 value = [23, 1] class = negative 53->65 55 avg_glucose_level ≤ 90.0 gini = 0.5 samples = 4 value = [2, 2] class = negative 54->55 58 Residence_type ≤ 0.5 gini = 0.18 samples = 10 value = [9, 1] class = negative 54->58 56 gini = 0.0 samples = 2 value = [2, 0] class = negative 55->56 57 gini = 0.0 samples = 2 value = [0, 2] class = positive 55->57 59 avg_glucose_level ≤ 105.89 gini = 0.32 samples = 5 value = [4, 1] class = negative 58->59 64 gini = 0.0 samples = 5 value = [5, 0] class = negative 58->64 60 avg_glucose_level ≤ 102.69 gini = 0.5 samples = 2 value = [1, 1] class = negative 59->60 63 gini = 0.0 samples = 3 value = [3, 0] class = negative 59->63 61 gini = 0.0 samples = 1 value = [1, 0] class = negative 60->61 62 gini = 0.0 samples = 1 value = [0, 1] class = positive 60->62 66 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 65->66 69 gini = 0.0 samples = 22 value = [22, 0] class = negative 65->69 67 gini = 0.0 samples = 1 value = [1, 0] class = negative 66->67 68 gini = 0.0 samples = 1 value = [0, 1] class = positive 66->68 73 gini = 0.0 samples = 2 value = [0, 2] class = positive 72->73 74 avg_glucose_level ≤ 194.425 gini = 0.2378 samples = 58 value = [50, 8] class = negative 72->74 75 avg_glucose_level ≤ 174.7 gini = 0.3578 samples = 30 value = [23, 7] class = negative 74->75 96 age ≤ 60.5 gini = 0.0689 samples = 28 value = [27, 1] class = negative 74->96 76 smoking_status ≤ 0.5 gini = 0.1975 samples = 18 value = [16, 2] class = negative 75->76 87 avg_glucose_level ≤ 179.98 gini = 0.4861 samples = 12 value = [7, 5] class = negative 75->87 77 Residence_type ≤ 0.5 gini = 0.375 samples = 8 value = [6, 2] class = negative 76->77 86 gini = 0.0 samples = 10 value = [10, 0] class = negative 76->86 78 gini = 0.0 samples = 4 value = [4, 0] class = negative 77->78 79 gender ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 77->79 80 age ≤ 49.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 79->80 85 gini = 0.0 samples = 1 value = [0, 1] class = positive 79->85 81 gini = 0.0 samples = 1 value = [1, 0] class = negative 80->81 82 age ≤ 52.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 80->82 83 gini = 0.0 samples = 1 value = [0, 1] class = positive 82->83 84 gini = 0.0 samples = 1 value = [1, 0] class = negative 82->84 88 gini = 0.0 samples = 2 value = [0, 2] class = positive 87->88 89 avg_glucose_level ≤ 185.76 gini = 0.42 samples = 10 value = [7, 3] class = negative 87->89 90 gini = 0.0 samples = 4 value = [4, 0] class = negative 89->90 91 Residence_type ≤ 0.5 gini = 0.5 samples = 6 value = [3, 3] class = negative 89->91 92 gini = 0.0 samples = 2 value = [0, 2] class = positive 91->92 93 smoking_status ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 91->93 94 gini = 0.0 samples = 1 value = [0, 1] class = positive 93->94 95 gini = 0.0 samples = 3 value = [3, 0] class = negative 93->95 97 gini = 0.0 samples = 25 value = [25, 0] class = negative 96->97 98 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 96->98 99 gini = 0.0 samples = 2 value = [2, 0] class = negative 98->99 100 gini = 0.0 samples = 1 value = [0, 1] class = positive 98->100 102 avg_glucose_level ≤ 112.065 gini = 0.2832 samples = 41 value = [34, 7] class = negative 101->102 129 Residence_type ≤ 0.5 gini = 0.4898 samples = 14 value = [8, 6] class = negative 101->129 103 avg_glucose_level ≤ 111.84 gini = 0.327 samples = 34 value = [27, 7] class = negative 102->103 128 gini = 0.0 samples = 7 value = [7, 0] class = negative 102->128 104 avg_glucose_level ≤ 102.675 gini = 0.2975 samples = 33 value = [27, 6] class = negative 103->104 127 gini = 0.0 samples = 1 value = [0, 1] class = positive 103->127 105 avg_glucose_level ≤ 101.31 gini = 0.3457 samples = 27 value = [21, 6] class = negative 104->105 126 gini = 0.0 samples = 6 value = [6, 0] class = negative 104->126 106 gender ≤ 0.5 gini = 0.3107 samples = 26 value = [21, 5] class = negative 105->106 125 gini = 0.0 samples = 1 value = [0, 1] class = positive 105->125 107 avg_glucose_level ≤ 90.17 gini = 0.1327 samples = 14 value = [13, 1] class = negative 106->107 112 avg_glucose_level ≤ 66.59 gini = 0.4444 samples = 12 value = [8, 4] class = negative 106->112 108 gini = 0.0 samples = 10 value = [10, 0] class = negative 107->108 109 avg_glucose_level ≤ 92.355 gini = 0.375 samples = 4 value = [3, 1] class = negative 107->109 110 gini = 0.0 samples = 1 value = [0, 1] class = positive 109->110 111 gini = 0.0 samples = 3 value = [3, 0] class = negative 109->111 113 gini = 0.0 samples = 1 value = [0, 1] class = positive 112->113 114 smoking_status ≤ 0.5 gini = 0.3967 samples = 11 value = [8, 3] class = negative 112->114 115 gini = 0.0 samples = 3 value = [3, 0] class = negative 114->115 116 heart_disease ≤ 0.5 gini = 0.4688 samples = 8 value = [5, 3] class = negative 114->116 117 age ≤ 63.5 gini = 0.4082 samples = 7 value = [5, 2] class = negative 116->117 124 gini = 0.0 samples = 1 value = [0, 1] class = positive 116->124 118 gini = 0.0 samples = 1 value = [0, 1] class = positive 117->118 119 avg_glucose_level ≤ 69.78 gini = 0.2778 samples = 6 value = [5, 1] class = negative 117->119 120 age ≤ 64.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 119->120 123 gini = 0.0 samples = 4 value = [4, 0] class = negative 119->123 121 gini = 0.0 samples = 1 value = [1, 0] class = negative 120->121 122 gini = 0.0 samples = 1 value = [0, 1] class = positive 120->122 130 avg_glucose_level ≤ 196.255 gini = 0.42 samples = 10 value = [7, 3] class = negative 129->130 139 avg_glucose_level ≤ 185.725 gini = 0.375 samples = 4 value = [1, 3] class = positive 129->139 131 gini = 0.0 samples = 4 value = [4, 0] class = negative 130->131 132 avg_glucose_level ≤ 206.92 gini = 0.5 samples = 6 value = [3, 3] class = negative 130->132 133 gender ≤ 0.5 gini = 0.375 samples = 4 value = [1, 3] class = positive 132->133 138 gini = 0.0 samples = 2 value = [2, 0] class = negative 132->138 134 gini = 0.0 samples = 2 value = [0, 2] class = positive 133->134 135 avg_glucose_level ≤ 203.825 gini = 0.5 samples = 2 value = [1, 1] class = negative 133->135 136 gini = 0.0 samples = 1 value = [1, 0] class = negative 135->136 137 gini = 0.0 samples = 1 value = [0, 1] class = positive 135->137 140 gini = 0.0 samples = 3 value = [0, 3] class = positive 139->140 141 gini = 0.0 samples = 1 value = [1, 0] class = negative 139->141 145 gini = 0.0 samples = 54 value = [54, 0] class = negative 144->145 146 avg_glucose_level ≤ 99.7 gini = 0.0868 samples = 66 value = [63, 3] class = negative 144->146 147 gini = 0.0 samples = 1 value = [0, 1] class = positive 146->147 148 heart_disease ≤ 0.5 gini = 0.0596 samples = 65 value = [63, 2] class = negative 146->148 149 avg_glucose_level ≤ 182.815 gini = 0.0333 samples = 59 value = [58, 1] class = negative 148->149 154 Residence_type ≤ 0.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 148->154 150 avg_glucose_level ≤ 175.045 gini = 0.0868 samples = 22 value = [21, 1] class = negative 149->150 153 gini = 0.0 samples = 37 value = [37, 0] class = negative 149->153 151 gini = 0.0 samples = 21 value = [21, 0] class = negative 150->151 152 gini = 0.0 samples = 1 value = [0, 1] class = positive 150->152 155 gini = 0.0 samples = 5 value = [5, 0] class = negative 154->155 156 gini = 0.0 samples = 1 value = [0, 1] class = positive 154->156 158 age ≤ 33.5 gini = 0.0056 samples = 20866 value = [20807, 59] class = negative 157->158 465 heart_disease ≤ 0.5 gini = 0.0365 samples = 5650 value = [5545, 105] class = negative 157->465 159 avg_glucose_level ≤ 189.05 gini = 0.0003 samples = 11799 value = [11797, 2] class = negative 158->159 170 bmi ≤ 43.75 gini = 0.0125 samples = 9067 value = [9010, 57] class = negative 158->170 160 age ≤ 31.5 gini = 0.0002 samples = 11637 value = [11636, 1] class = negative 159->160 167 avg_glucose_level ≤ 189.16 gini = 0.0123 samples = 162 value = [161, 1] class = negative 159->167 161 gini = 0.0 samples = 10889 value = [10889, 0] class = negative 160->161 162 avg_glucose_level ≤ 76.135 gini = 0.0027 samples = 748 value = [747, 1] class = negative 160->162 163 avg_glucose_level ≤ 76.085 gini = 0.0115 samples = 173 value = [172, 1] class = negative 162->163 166 gini = 0.0 samples = 575 value = [575, 0] class = negative 162->166 164 gini = 0.0 samples = 172 value = [172, 0] class = negative 163->164 165 gini = 0.0 samples = 1 value = [0, 1] class = positive 163->165 168 gini = 0.0 samples = 1 value = [0, 1] class = positive 167->168 169 gini = 0.0 samples = 161 value = [161, 0] class = negative 167->169 171 Residence_type ≤ 0.5 gini = 0.0113 samples = 8479 value = [8431, 48] class = negative 170->171 416 avg_glucose_level ≤ 214.895 gini = 0.0301 samples = 588 value = [579, 9] class = negative 170->416 172 avg_glucose_level ≤ 239.57 gini = 0.0066 samples = 4198 value = [4184, 14] class = negative 171->172 253 hypertension ≤ 0.5 gini = 0.0158 samples = 4281 value = [4247, 34] class = negative 171->253 173 bmi ≤ 32.45 gini = 0.0062 samples = 4167 value = [4154, 13] class = negative 172->173 250 age ≤ 35.0 gini = 0.0624 samples = 31 value = [30, 1] class = negative 172->250 174 bmi ≤ 30.15 gini = 0.0091 samples = 2850 value = [2837, 13] class = negative 173->174 249 gini = 0.0 samples = 1317 value = [1317, 0] class = negative 173->249 175 bmi ≤ 25.35 gini = 0.0044 samples = 2279 value = [2274, 5] class = negative 174->175 210 age ≤ 47.5 gini = 0.0276 samples = 571 value = [563, 8] class = negative 174->210 176 gini = 0.0 samples = 969 value = [969, 0] class = negative 175->176 177 bmi ≤ 25.45 gini = 0.0076 samples = 1310 value = [1305, 5] class = negative 175->177 178 gender ≤ 0.5 gini = 0.1107 samples = 17 value = [16, 1] class = negative 177->178 185 bmi ≤ 25.65 gini = 0.0062 samples = 1293 value = [1289, 4] class = negative 177->185 179 gini = 0.0 samples = 12 value = [12, 0] class = negative 178->179 180 age ≤ 41.0 gini = 0.32 samples = 5 value = [4, 1] class = negative 178->180 181 gini = 0.0 samples = 3 value = [3, 0] class = negative 180->181 182 ever_married ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 180->182 183 gini = 0.0 samples = 1 value = [1, 0] class = negative 182->183 184 gini = 0.0 samples = 1 value = [0, 1] class = positive 182->184 186 avg_glucose_level ≤ 130.25 gini = 0.0364 samples = 54 value = [53, 1] class = negative 185->186 191 avg_glucose_level ≤ 83.72 gini = 0.0048 samples = 1239 value = [1236, 3] class = negative 185->191 187 gini = 0.0 samples = 48 value = [48, 0] class = negative 186->187 188 avg_glucose_level ≤ 141.445 gini = 0.2778 samples = 6 value = [5, 1] class = negative 186->188 189 gini = 0.0 samples = 1 value = [0, 1] class = positive 188->189 190 gini = 0.0 samples = 5 value = [5, 0] class = negative 188->190 192 gini = 0.0 samples = 475 value = [475, 0] class = negative 191->192 193 avg_glucose_level ≤ 83.78 gini = 0.0078 samples = 764 value = [761, 3] class = negative 191->193 194 gini = 0.0 samples = 1 value = [0, 1] class = positive 193->194 195 age ≤ 51.5 gini = 0.0052 samples = 763 value = [761, 2] class = negative 193->195 196 avg_glucose_level ≤ 113.895 gini = 0.003 samples = 675 value = [674, 1] class = negative 195->196 201 bmi ≤ 26.45 gini = 0.0225 samples = 88 value = [87, 1] class = negative 195->201 197 gini = 0.0 samples = 463 value = [463, 0] class = negative 196->197 198 avg_glucose_level ≤ 113.965 gini = 0.0094 samples = 212 value = [211, 1] class = negative 196->198 199 gini = 0.0 samples = 1 value = [0, 1] class = positive 198->199 200 gini = 0.0 samples = 211 value = [211, 0] class = negative 198->200 202 bmi ≤ 26.35 gini = 0.074 samples = 26 value = [25, 1] class = negative 201->202 209 gini = 0.0 samples = 62 value = [62, 0] class = negative 201->209 203 gini = 0.0 samples = 23 value = [23, 0] class = negative 202->203 204 avg_glucose_level ≤ 90.895 gini = 0.4444 samples = 3 value = [2, 1] class = negative 202->204 205 gini = 0.0 samples = 1 value = [1, 0] class = negative 204->205 206 avg_glucose_level ≤ 131.905 gini = 0.5 samples = 2 value = [1, 1] class = negative 204->206 207 gini = 0.0 samples = 1 value = [0, 1] class = positive 206->207 208 gini = 0.0 samples = 1 value = [1, 0] class = negative 206->208 211 bmi ≤ 30.25 gini = 0.0106 samples = 377 value = [375, 2] class = negative 210->211 222 bmi ≤ 32.35 gini = 0.0599 samples = 194 value = [188, 6] class = negative 210->222 212 age ≤ 44.5 gini = 0.0997 samples = 19 value = [18, 1] class = negative 211->212 217 avg_glucose_level ≤ 76.285 gini = 0.0056 samples = 358 value = [357, 1] class = negative 211->217 213 gini = 0.0 samples = 17 value = [17, 0] class = negative 212->213 214 avg_glucose_level ≤ 84.485 gini = 0.5 samples = 2 value = [1, 1] class = negative 212->214 215 gini = 0.0 samples = 1 value = [1, 0] class = negative 214->215 216 gini = 0.0 samples = 1 value = [0, 1] class = positive 214->216 218 avg_glucose_level ≤ 76.16 gini = 0.0235 samples = 84 value = [83, 1] class = negative 217->218 221 gini = 0.0 samples = 274 value = [274, 0] class = negative 217->221 219 gini = 0.0 samples = 83 value = [83, 0] class = negative 218->219 220 gini = 0.0 samples = 1 value = [0, 1] class = positive 218->220 223 avg_glucose_level ≤ 57.665 gini = 0.0518 samples = 188 value = [183, 5] class = negative 222->223 246 avg_glucose_level ≤ 72.39 gini = 0.2778 samples = 6 value = [5, 1] class = negative 222->246 224 avg_glucose_level ≤ 57.48 gini = 0.2188 samples = 8 value = [7, 1] class = negative 223->224 227 avg_glucose_level ≤ 102.15 gini = 0.0435 samples = 180 value = [176, 4] class = negative 223->227 225 gini = 0.0 samples = 7 value = [7, 0] class = negative 224->225 226 gini = 0.0 samples = 1 value = [0, 1] class = positive 224->226 228 hypertension ≤ 0.5 gini = 0.0171 samples = 116 value = [115, 1] class = negative 227->228 235 avg_glucose_level ≤ 102.18 gini = 0.0894 samples = 64 value = [61, 3] class = negative 227->235 229 gini = 0.0 samples = 103 value = [103, 0] class = negative 228->229 230 avg_glucose_level ≤ 73.91 gini = 0.142 samples = 13 value = [12, 1] class = negative 228->230 231 heart_disease ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 230->231 234 gini = 0.0 samples = 11 value = [11, 0] class = negative 230->234 232 gini = 0.0 samples = 1 value = [0, 1] class = positive 231->232 233 gini = 0.0 samples = 1 value = [1, 0] class = negative 231->233 236 gini = 0.0 samples = 1 value = [0, 1] class = positive 235->236 237 ever_married ≤ 0.5 gini = 0.0615 samples = 63 value = [61, 2] class = negative 235->237 238 age ≤ 50.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 237->238 241 avg_glucose_level ≤ 170.375 gini = 0.0328 samples = 60 value = [59, 1] class = negative 237->241 239 gini = 0.0 samples = 1 value = [0, 1] class = positive 238->239 240 gini = 0.0 samples = 2 value = [2, 0] class = negative 238->240 242 gini = 0.0 samples = 45 value = [45, 0] class = negative 241->242 243 avg_glucose_level ≤ 178.515 gini = 0.1244 samples = 15 value = [14, 1] class = negative 241->243 244 gini = 0.0 samples = 1 value = [0, 1] class = positive 243->244 245 gini = 0.0 samples = 14 value = [14, 0] class = negative 243->245 247 gini = 0.0 samples = 1 value = [0, 1] class = positive 246->247 248 gini = 0.0 samples = 5 value = [5, 0] class = negative 246->248 251 gini = 0.0 samples = 1 value = [0, 1] class = positive 250->251 252 gini = 0.0 samples = 30 value = [30, 0] class = negative 250->252 254 ever_married ≤ 0.5 gini = 0.0135 samples = 3975 value = [3948, 27] class = negative 253->254 381 avg_glucose_level ≤ 88.22 gini = 0.0447 samples = 306 value = [299, 7] class = negative 253->381 255 avg_glucose_level ≤ 85.975 gini = 0.0271 samples = 509 value = [502, 7] class = negative 254->255 288 avg_glucose_level ≤ 171.08 gini = 0.0115 samples = 3466 value = [3446, 20] class = negative 254->288 256 avg_glucose_level ≤ 85.93 gini = 0.0588 samples = 231 value = [224, 7] class = negative 255->256 287 gini = 0.0 samples = 278 value = [278, 0] class = negative 255->287 257 avg_glucose_level ≤ 85.245 gini = 0.051 samples = 229 value = [223, 6] class = negative 256->257 284 age ≤ 39.0 gini = 0.5 samples = 2 value = [1, 1] class = negative 256->284 258 avg_glucose_level ≤ 82.275 gini = 0.0438 samples = 223 value = [218, 5] class = negative 257->258 281 avg_glucose_level ≤ 85.425 gini = 0.2778 samples = 6 value = [5, 1] class = negative 257->281 259 bmi ≤ 21.15 gini = 0.0321 samples = 184 value = [181, 3] class = negative 258->259 274 avg_glucose_level ≤ 82.315 gini = 0.0973 samples = 39 value = [37, 2] class = negative 258->274 260 bmi ≤ 21.05 gini = 0.1653 samples = 11 value = [10, 1] class = negative 259->260 263 bmi ≤ 37.75 gini = 0.0229 samples = 173 value = [171, 2] class = negative 259->263 261 gini = 0.0 samples = 10 value = [10, 0] class = negative 260->261 262 gini = 0.0 samples = 1 value = [0, 1] class = positive 260->262 264 avg_glucose_level ≤ 61.66 gini = 0.0125 samples = 159 value = [158, 1] class = negative 263->264 269 bmi ≤ 38.1 gini = 0.1327 samples = 14 value = [13, 1] class = negative 263->269 265 avg_glucose_level ≤ 61.235 gini = 0.0907 samples = 21 value = [20, 1] class = negative 264->265 268 gini = 0.0 samples = 138 value = [138, 0] class = negative 264->268 266 gini = 0.0 samples = 20 value = [20, 0] class = negative 265->266 267 gini = 0.0 samples = 1 value = [0, 1] class = positive 265->267 270 avg_glucose_level ≤ 71.94 gini = 0.5 samples = 2 value = [1, 1] class = negative 269->270 273 gini = 0.0 samples = 12 value = [12, 0] class = negative 269->273 271 gini = 0.0 samples = 1 value = [1, 0] class = negative 270->271 272 gini = 0.0 samples = 1 value = [0, 1] class = positive 270->272 275 gini = 0.0 samples = 1 value = [0, 1] class = positive 274->275 276 age ≤ 47.5 gini = 0.0512 samples = 38 value = [37, 1] class = negative 274->276 277 gini = 0.0 samples = 32 value = [32, 0] class = negative 276->277 278 age ≤ 48.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 276->278 279 gini = 0.0 samples = 1 value = [0, 1] class = positive 278->279 280 gini = 0.0 samples = 5 value = [5, 0] class = negative 278->280 282 gini = 0.0 samples = 1 value = [0, 1] class = positive 281->282 283 gini = 0.0 samples = 5 value = [5, 0] class = negative 281->283 285 gini = 0.0 samples = 1 value = [0, 1] class = positive 284->285 286 gini = 0.0 samples = 1 value = [1, 0] class = negative 284->286 289 age ≤ 44.5 gini = 0.0098 samples = 3256 value = [3240, 16] class = negative 288->289 366 avg_glucose_level ≤ 171.495 gini = 0.0374 samples = 210 value = [206, 4] class = negative 288->366 290 heart_disease ≤ 0.5 gini = 0.0049 samples = 1613 value = [1609, 4] class = negative 289->290 309 avg_glucose_level ≤ 106.325 gini = 0.0145 samples = 1643 value = [1631, 12] class = negative 289->309 291 avg_glucose_level ≤ 120.3 gini = 0.0037 samples = 1602 value = [1599, 3] class = negative 290->291 304 age ≤ 40.0 gini = 0.1653 samples = 11 value = [10, 1] class = negative 290->304 292 avg_glucose_level ≤ 97.75 gini = 0.0014 samples = 1445 value = [1444, 1] class = negative 291->292 297 avg_glucose_level ≤ 120.475 gini = 0.0252 samples = 157 value = [155, 2] class = negative 291->297 293 gini = 0.0 samples = 1091 value = [1091, 0] class = negative 292->293 294 avg_glucose_level ≤ 97.765 gini = 0.0056 samples = 354 value = [353, 1] class = negative 292->294 295 gini = 0.0 samples = 1 value = [0, 1] class = positive 294->295 296 gini = 0.0 samples = 353 value = [353, 0] class = negative 294->296 298 gini = 0.0 samples = 1 value = [0, 1] class = positive 297->298 299 avg_glucose_level ≤ 121.315 gini = 0.0127 samples = 156 value = [155, 1] class = negative 297->299 300 avg_glucose_level ≤ 121.21 gini = 0.375 samples = 4 value = [3, 1] class = negative 299->300 303 gini = 0.0 samples = 152 value = [152, 0] class = negative 299->303 301 gini = 0.0 samples = 3 value = [3, 0] class = negative 300->301 302 gini = 0.0 samples = 1 value = [0, 1] class = positive 300->302 305 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 304->305 308 gini = 0.0 samples = 9 value = [9, 0] class = negative 304->308 306 gini = 0.0 samples = 1 value = [0, 1] class = positive 305->306 307 gini = 0.0 samples = 1 value = [1, 0] class = negative 305->307 310 avg_glucose_level ≤ 106.275 gini = 0.0182 samples = 1303 value = [1291, 12] class = negative 309->310 365 gini = 0.0 samples = 340 value = [340, 0] class = negative 309->365 311 avg_glucose_level ≤ 85.875 gini = 0.0168 samples = 1301 value = [1290, 11] class = negative 310->311 362 bmi ≤ 26.8 gini = 0.5 samples = 2 value = [1, 1] class = negative 310->362 312 bmi ≤ 20.6 gini = 0.0081 samples = 742 value = [739, 3] class = negative 311->312 327 avg_glucose_level ≤ 85.905 gini = 0.0282 samples = 559 value = [551, 8] class = negative 311->327 313 bmi ≤ 20.45 gini = 0.0713 samples = 27 value = [26, 1] class = negative 312->313 318 avg_glucose_level ≤ 68.355 gini = 0.0056 samples = 715 value = [713, 2] class = negative 312->318 314 gini = 0.0 samples = 25 value = [25, 0] class = negative 313->314 315 age ≤ 49.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 313->315 316 gini = 0.0 samples = 1 value = [0, 1] class = positive 315->316 317 gini = 0.0 samples = 1 value = [1, 0] class = negative 315->317 319 avg_glucose_level ≤ 68.345 gini = 0.0175 samples = 226 value = [224, 2] class = negative 318->319 326 gini = 0.0 samples = 489 value = [489, 0] class = negative 318->326 320 avg_glucose_level ≤ 60.945 gini = 0.0088 samples = 225 value = [224, 1] class = negative 319->320 325 gini = 0.0 samples = 1 value = [0, 1] class = positive 319->325 321 avg_glucose_level ≤ 60.9 gini = 0.0241 samples = 82 value = [81, 1] class = negative 320->321 324 gini = 0.0 samples = 143 value = [143, 0] class = negative 320->324 322 gini = 0.0 samples = 81 value = [81, 0] class = negative 321->322 323 gini = 0.0 samples = 1 value = [0, 1] class = positive 321->323 328 bmi ≤ 26.15 gini = 0.4444 samples = 3 value = [2, 1] class = negative 327->328 331 bmi ≤ 39.25 gini = 0.0249 samples = 556 value = [549, 7] class = negative 327->331 329 gini = 0.0 samples = 1 value = [0, 1] class = positive 328->329 330 gini = 0.0 samples = 2 value = [2, 0] class = negative 328->330 332 age ≤ 45.5 gini = 0.0192 samples = 517 value = [512, 5] class = negative 331->332 357 bmi ≤ 39.45 gini = 0.0973 samples = 39 value = [37, 2] class = negative 331->357 333 bmi ≤ 28.9 gini = 0.0726 samples = 53 value = [51, 2] class = negative 332->333 342 bmi ≤ 27.05 gini = 0.0128 samples = 464 value = [461, 3] class = negative 332->342 334 gini = 0.0 samples = 28 value = [28, 0] class = negative 333->334 335 bmi ≤ 29.25 gini = 0.1472 samples = 25 value = [23, 2] class = negative 333->335 336 gini = 0.0 samples = 1 value = [0, 1] class = positive 335->336 337 avg_glucose_level ≤ 95.625 gini = 0.0799 samples = 24 value = [23, 1] class = negative 335->337 338 gini = 0.0 samples = 14 value = [14, 0] class = negative 337->338 339 avg_glucose_level ≤ 96.96 gini = 0.18 samples = 10 value = [9, 1] class = negative 337->339 340 gini = 0.0 samples = 1 value = [0, 1] class = positive 339->340 341 gini = 0.0 samples = 9 value = [9, 0] class = negative 339->341 343 bmi ≤ 26.95 gini = 0.0317 samples = 186 value = [183, 3] class = negative 342->343 356 gini = 0.0 samples = 278 value = [278, 0] class = negative 342->356 344 avg_glucose_level ≤ 88.74 gini = 0.011 samples = 181 value = [180, 1] class = negative 343->344 349 avg_glucose_level ≤ 90.335 gini = 0.48 samples = 5 value = [3, 2] class = negative 343->349 345 avg_glucose_level ≤ 88.66 gini = 0.0713 samples = 27 value = [26, 1] class = negative 344->345 348 gini = 0.0 samples = 154 value = [154, 0] class = negative 344->348 346 gini = 0.0 samples = 26 value = [26, 0] class = negative 345->346 347 gini = 0.0 samples = 1 value = [0, 1] class = positive 345->347 350 gini = 0.0 samples = 2 value = [2, 0] class = negative 349->350 351 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 349->351 352 avg_glucose_level ≤ 93.585 gini = 0.5 samples = 2 value = [1, 1] class = negative 351->352 355 gini = 0.0 samples = 1 value = [0, 1] class = positive 351->355 353 gini = 0.0 samples = 1 value = [0, 1] class = positive 352->353 354 gini = 0.0 samples = 1 value = [1, 0] class = negative 352->354 358 gini = 0.0 samples = 1 value = [0, 1] class = positive 357->358 359 avg_glucose_level ≤ 87.105 gini = 0.0512 samples = 38 value = [37, 1] class = negative 357->359 360 gini = 0.0 samples = 1 value = [0, 1] class = positive 359->360 361 gini = 0.0 samples = 37 value = [37, 0] class = negative 359->361 363 gini = 0.0 samples = 1 value = [1, 0] class = negative 362->363 364 gini = 0.0 samples = 1 value = [0, 1] class = positive 362->364 367 gini = 0.0 samples = 1 value = [0, 1] class = positive 366->367 368 bmi ≤ 21.45 gini = 0.0283 samples = 209 value = [206, 3] class = negative 366->368 369 bmi ≤ 20.9 gini = 0.2449 samples = 7 value = [6, 1] class = negative 368->369 372 avg_glucose_level ≤ 204.675 gini = 0.0196 samples = 202 value = [200, 2] class = negative 368->372 370 gini = 0.0 samples = 6 value = [6, 0] class = negative 369->370 371 gini = 0.0 samples = 1 value = [0, 1] class = positive 369->371 373 avg_glucose_level ≤ 204.345 gini = 0.0506 samples = 77 value = [75, 2] class = negative 372->373 380 gini = 0.0 samples = 125 value = [125, 0] class = negative 372->380 374 bmi ≤ 34.25 gini = 0.026 samples = 76 value = [75, 1] class = negative 373->374 379 gini = 0.0 samples = 1 value = [0, 1] class = positive 373->379 375 gini = 0.0 samples = 56 value = [56, 0] class = negative 374->375 376 bmi ≤ 34.4 gini = 0.095 samples = 20 value = [19, 1] class = negative 374->376 377 gini = 0.0 samples = 1 value = [0, 1] class = positive 376->377 378 gini = 0.0 samples = 19 value = [19, 0] class = negative 376->378 382 avg_glucose_level ≤ 88.185 gini = 0.0818 samples = 117 value = [112, 5] class = negative 381->382 403 bmi ≤ 42.45 gini = 0.0209 samples = 189 value = [187, 2] class = negative 381->403 383 bmi ≤ 36.45 gini = 0.0666 samples = 116 value = [112, 4] class = negative 382->383 402 gini = 0.0 samples = 1 value = [0, 1] class = positive 382->402 384 avg_glucose_level ≤ 59.585 gini = 0.0408 samples = 96 value = [94, 2] class = negative 383->384 395 avg_glucose_level ≤ 85.395 gini = 0.18 samples = 20 value = [18, 2] class = negative 383->395 385 avg_glucose_level ≤ 58.745 gini = 0.2778 samples = 6 value = [5, 1] class = negative 384->385 388 bmi ≤ 28.75 gini = 0.022 samples = 90 value = [89, 1] class = negative 384->388 386 gini = 0.0 samples = 5 value = [5, 0] class = negative 385->386 387 gini = 0.0 samples = 1 value = [0, 1] class = positive 385->387 389 bmi ≤ 28.65 gini = 0.0644 samples = 30 value = [29, 1] class = negative 388->389 394 gini = 0.0 samples = 60 value = [60, 0] class = negative 388->394 390 gini = 0.0 samples = 27 value = [27, 0] class = negative 389->390 391 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 389->391 392 gini = 0.0 samples = 2 value = [2, 0] class = negative 391->392 393 gini = 0.0 samples = 1 value = [0, 1] class = positive 391->393 396 avg_glucose_level ≤ 81.74 gini = 0.0997 samples = 19 value = [18, 1] class = negative 395->396 401 gini = 0.0 samples = 1 value = [0, 1] class = positive 395->401 397 gini = 0.0 samples = 14 value = [14, 0] class = negative 396->397 398 avg_glucose_level ≤ 82.58 gini = 0.32 samples = 5 value = [4, 1] class = negative 396->398 399 gini = 0.0 samples = 1 value = [0, 1] class = positive 398->399 400 gini = 0.0 samples = 4 value = [4, 0] class = negative 398->400 404 heart_disease ≤ 0.5 gini = 0.011 samples = 181 value = [180, 1] class = negative 403->404 411 age ≤ 50.5 gini = 0.2188 samples = 8 value = [7, 1] class = negative 403->411 405 gini = 0.0 samples = 171 value = [171, 0] class = negative 404->405 406 bmi ≤ 30.1 gini = 0.18 samples = 10 value = [9, 1] class = negative 404->406 407 bmi ≤ 28.8 gini = 0.4444 samples = 3 value = [2, 1] class = negative 406->407 410 gini = 0.0 samples = 7 value = [7, 0] class = negative 406->410 408 gini = 0.0 samples = 2 value = [2, 0] class = negative 407->408 409 gini = 0.0 samples = 1 value = [0, 1] class = positive 407->409 412 gini = 0.0 samples = 6 value = [6, 0] class = negative 411->412 413 age ≤ 51.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 411->413 414 gini = 0.0 samples = 1 value = [0, 1] class = positive 413->414 415 gini = 0.0 samples = 1 value = [1, 0] class = negative 413->415 417 heart_disease ≤ 0.5 gini = 0.0225 samples = 528 value = [522, 6] class = negative 416->417 452 bmi ≤ 43.95 gini = 0.095 samples = 60 value = [57, 3] class = negative 416->452 418 age ≤ 43.5 gini = 0.0192 samples = 516 value = [511, 5] class = negative 417->418 447 age ≤ 51.5 gini = 0.1528 samples = 12 value = [11, 1] class = negative 417->447 419 age ≤ 41.5 gini = 0.0365 samples = 269 value = [264, 5] class = negative 418->419 446 gini = 0.0 samples = 247 value = [247, 0] class = negative 418->446 420 bmi ≤ 50.8 gini = 0.0183 samples = 217 value = [215, 2] class = negative 419->420 431 bmi ≤ 44.2 gini = 0.1087 samples = 52 value = [49, 3] class = negative 419->431 421 gini = 0.0 samples = 146 value = [146, 0] class = negative 420->421 422 bmi ≤ 50.95 gini = 0.0548 samples = 71 value = [69, 2] class = negative 420->422 423 avg_glucose_level ≤ 100.46 gini = 0.5 samples = 2 value = [1, 1] class = negative 422->423 426 avg_glucose_level ≤ 107.94 gini = 0.0286 samples = 69 value = [68, 1] class = negative 422->426 424 gini = 0.0 samples = 1 value = [0, 1] class = positive 423->424 425 gini = 0.0 samples = 1 value = [1, 0] class = negative 423->425 427 gini = 0.0 samples = 50 value = [50, 0] class = negative 426->427 428 avg_glucose_level ≤ 108.83 gini = 0.0997 samples = 19 value = [18, 1] class = negative 426->428 429 gini = 0.0 samples = 1 value = [0, 1] class = positive 428->429 430 gini = 0.0 samples = 18 value = [18, 0] class = negative 428->430 432 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 431->432 435 gender ≤ 0.5 gini = 0.0768 samples = 50 value = [48, 2] class = negative 431->435 433 gini = 0.0 samples = 1 value = [1, 0] class = negative 432->433 434 gini = 0.0 samples = 1 value = [0, 1] class = positive 432->434 436 gini = 0.0 samples = 30 value = [30, 0] class = negative 435->436 437 bmi ≤ 47.7 gini = 0.18 samples = 20 value = [18, 2] class = negative 435->437 438 bmi ≤ 45.85 gini = 0.32 samples = 10 value = [8, 2] class = negative 437->438 445 gini = 0.0 samples = 10 value = [10, 0] class = negative 437->445 439 gini = 0.0 samples = 7 value = [7, 0] class = negative 438->439 440 avg_glucose_level ≤ 81.53 gini = 0.4444 samples = 3 value = [1, 2] class = positive 438->440 441 gini = 0.0 samples = 1 value = [0, 1] class = positive 440->441 442 bmi ≤ 46.05 gini = 0.5 samples = 2 value = [1, 1] class = negative 440->442 443 gini = 0.0 samples = 1 value = [0, 1] class = positive 442->443 444 gini = 0.0 samples = 1 value = [1, 0] class = negative 442->444 448 gini = 0.0 samples = 9 value = [9, 0] class = negative 447->448 449 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 447->449 450 gini = 0.0 samples = 1 value = [0, 1] class = positive 449->450 451 gini = 0.0 samples = 2 value = [2, 0] class = negative 449->451 453 gini = 0.0 samples = 1 value = [0, 1] class = positive 452->453 454 bmi ≤ 56.5 gini = 0.0655 samples = 59 value = [57, 2] class = negative 452->454 455 age ≤ 51.5 gini = 0.0384 samples = 51 value = [50, 1] class = negative 454->455 462 bmi ≤ 56.7 gini = 0.2188 samples = 8 value = [7, 1] class = negative 454->462 456 gini = 0.0 samples = 38 value = [38, 0] class = negative 455->456 457 hypertension ≤ 0.5 gini = 0.142 samples = 13 value = [12, 1] class = negative 455->457 458 gini = 0.0 samples = 9 value = [9, 0] class = negative 457->458 459 Residence_type ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 457->459 460 gini = 0.0 samples = 3 value = [3, 0] class = negative 459->460 461 gini = 0.0 samples = 1 value = [0, 1] class = positive 459->461 463 gini = 0.0 samples = 1 value = [0, 1] class = positive 462->463 464 gini = 0.0 samples = 7 value = [7, 0] class = negative 462->464 466 avg_glucose_level ≤ 142.065 gini = 0.0318 samples = 5262 value = [5177, 85] class = negative 465->466 859 avg_glucose_level ≤ 251.08 gini = 0.0978 samples = 388 value = [368, 20] class = negative 465->859 467 hypertension ≤ 0.5 gini = 0.0234 samples = 4142 value = [4093, 49] class = negative 466->467 706 avg_glucose_level ≤ 142.11 gini = 0.0622 samples = 1120 value = [1084, 36] class = negative 466->706 468 smoking_status ≤ 0.5 gini = 0.0192 samples = 3616 value = [3581, 35] class = negative 467->468 639 age ≤ 65.5 gini = 0.0518 samples = 526 value = [512, 14] class = negative 467->639 469 age ≤ 59.5 gini = 0.0102 samples = 2145 value = [2134, 11] class = negative 468->469 526 age ≤ 57.5 gini = 0.0321 samples = 1471 value = [1447, 24] class = negative 468->526 470 age ≤ 57.5 gini = 0.0157 samples = 1138 value = [1129, 9] class = negative 469->470 515 avg_glucose_level ≤ 103.085 gini = 0.004 samples = 1007 value = [1005, 2] class = negative 469->515 471 avg_glucose_level ≤ 108.75 gini = 0.0102 samples = 779 value = [775, 4] class = negative 470->471 492 Residence_type ≤ 0.5 gini = 0.0275 samples = 359 value = [354, 5] class = negative 470->492 472 bmi ≤ 25.65 gini = 0.0061 samples = 656 value = [654, 2] class = negative 471->472 485 avg_glucose_level ≤ 108.86 gini = 0.032 samples = 123 value = [121, 2] class = negative 471->485 473 bmi ≤ 25.55 gini = 0.0267 samples = 148 value = [146, 2] class = negative 472->473 484 gini = 0.0 samples = 508 value = [508, 0] class = negative 472->484 474 avg_glucose_level ≤ 65.855 gini = 0.0141 samples = 141 value = [140, 1] class = negative 473->474 479 Residence_type ≤ 0.5 gini = 0.2449 samples = 7 value = [6, 1] class = negative 473->479 475 avg_glucose_level ≤ 65.755 gini = 0.0799 samples = 24 value = [23, 1] class = negative 474->475 478 gini = 0.0 samples = 117 value = [117, 0] class = negative 474->478 476 gini = 0.0 samples = 23 value = [23, 0] class = negative 475->476 477 gini = 0.0 samples = 1 value = [0, 1] class = positive 475->477 480 avg_glucose_level ≤ 86.615 gini = 0.5 samples = 2 value = [1, 1] class = negative 479->480 483 gini = 0.0 samples = 5 value = [5, 0] class = negative 479->483 481 gini = 0.0 samples = 1 value = [1, 0] class = negative 480->481 482 gini = 0.0 samples = 1 value = [0, 1] class = positive 480->482 486 gini = 0.0 samples = 1 value = [0, 1] class = positive 485->486 487 avg_glucose_level ≤ 110.645 gini = 0.0163 samples = 122 value = [121, 1] class = negative 485->487 488 avg_glucose_level ≤ 110.405 gini = 0.1172 samples = 16 value = [15, 1] class = negative 487->488 491 gini = 0.0 samples = 106 value = [106, 0] class = negative 487->491 489 gini = 0.0 samples = 15 value = [15, 0] class = negative 488->489 490 gini = 0.0 samples = 1 value = [0, 1] class = positive 488->490 493 ever_married ≤ 0.5 gini = 0.0104 samples = 192 value = [191, 1] class = negative 492->493 498 avg_glucose_level ≤ 80.42 gini = 0.0468 samples = 167 value = [163, 4] class = negative 492->498 494 gender ≤ 0.5 gini = 0.1107 samples = 17 value = [16, 1] class = negative 493->494 497 gini = 0.0 samples = 175 value = [175, 0] class = negative 493->497 495 gini = 0.0 samples = 16 value = [16, 0] class = negative 494->495 496 gini = 0.0 samples = 1 value = [0, 1] class = positive 494->496 499 avg_glucose_level ≤ 79.165 gini = 0.1031 samples = 55 value = [52, 3] class = negative 498->499 510 avg_glucose_level ≤ 102.355 gini = 0.0177 samples = 112 value = [111, 1] class = negative 498->510 500 avg_glucose_level ≤ 63.105 gini = 0.0377 samples = 52 value = [51, 1] class = negative 499->500 505 age ≤ 58.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 499->505 501 avg_glucose_level ≤ 62.24 gini = 0.18 samples = 10 value = [9, 1] class = negative 500->501 504 gini = 0.0 samples = 42 value = [42, 0] class = negative 500->504 502 gini = 0.0 samples = 9 value = [9, 0] class = negative 501->502 503 gini = 0.0 samples = 1 value = [0, 1] class = positive 501->503 506 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 505->506 509 gini = 0.0 samples = 1 value = [0, 1] class = positive 505->509 507 gini = 0.0 samples = 1 value = [0, 1] class = positive 506->507 508 gini = 0.0 samples = 1 value = [1, 0] class = negative 506->508 511 gini = 0.0 samples = 73 value = [73, 0] class = negative 510->511 512 avg_glucose_level ≤ 102.895 gini = 0.05 samples = 39 value = [38, 1] class = negative 510->512 513 gini = 0.0 samples = 1 value = [0, 1] class = positive 512->513 514 gini = 0.0 samples = 38 value = [38, 0] class = negative 512->514 516 gini = 0.0 samples = 770 value = [770, 0] class = negative 515->516 517 avg_glucose_level ≤ 103.185 gini = 0.0167 samples = 237 value = [235, 2] class = negative 515->517 518 gini = 0.0 samples = 1 value = [0, 1] class = positive 517->518 519 bmi ≤ 30.8 gini = 0.0084 samples = 236 value = [235, 1] class = negative 517->519 520 gini = 0.0 samples = 145 value = [145, 0] class = negative 519->520 521 bmi ≤ 31.05 gini = 0.0217 samples = 91 value = [90, 1] class = negative 519->521 522 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 521->522 525 gini = 0.0 samples = 89 value = [89, 0] class = negative 521->525 523 gini = 0.0 samples = 1 value = [0, 1] class = positive 522->523 524 gini = 0.0 samples = 1 value = [1, 0] class = negative 522->524 527 age ≤ 54.5 gini = 0.0148 samples = 536 value = [532, 4] class = negative 526->527 554 age ≤ 59.5 gini = 0.0419 samples = 935 value = [915, 20] class = negative 526->554 528 bmi ≤ 31.3 gini = 0.0414 samples = 142 value = [139, 3] class = negative 527->528 543 bmi ≤ 32.85 gini = 0.0051 samples = 394 value = [393, 1] class = negative 527->543 529 bmi ≤ 31.05 gini = 0.0659 samples = 88 value = [85, 3] class = negative 528->529 542 gini = 0.0 samples = 54 value = [54, 0] class = negative 528->542 530 bmi ≤ 27.25 gini = 0.0449 samples = 87 value = [85, 2] class = negative 529->530 541 gini = 0.0 samples = 1 value = [0, 1] class = positive 529->541 531 gini = 0.0 samples = 45 value = [45, 0] class = negative 530->531 532 bmi ≤ 27.35 gini = 0.0907 samples = 42 value = [40, 2] class = negative 530->532 533 avg_glucose_level ≤ 113.43 gini = 0.5 samples = 2 value = [1, 1] class = negative 532->533 536 avg_glucose_level ≤ 70.2 gini = 0.0487 samples = 40 value = [39, 1] class = negative 532->536 534 gini = 0.0 samples = 1 value = [0, 1] class = positive 533->534 535 gini = 0.0 samples = 1 value = [1, 0] class = negative 533->535 537 avg_glucose_level ≤ 69.965 gini = 0.2778 samples = 6 value = [5, 1] class = negative 536->537 540 gini = 0.0 samples = 34 value = [34, 0] class = negative 536->540 538 gini = 0.0 samples = 5 value = [5, 0] class = negative 537->538 539 gini = 0.0 samples = 1 value = [0, 1] class = positive 537->539 544 gini = 0.0 samples = 279 value = [279, 0] class = negative 543->544 545 bmi ≤ 32.95 gini = 0.0172 samples = 115 value = [114, 1] class = negative 543->545 546 gender ≤ 0.5 gini = 0.32 samples = 5 value = [4, 1] class = negative 545->546 553 gini = 0.0 samples = 110 value = [110, 0] class = negative 545->553 547 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 546->547 552 gini = 0.0 samples = 2 value = [2, 0] class = negative 546->552 548 avg_glucose_level ≤ 109.78 gini = 0.5 samples = 2 value = [1, 1] class = negative 547->548 551 gini = 0.0 samples = 1 value = [1, 0] class = negative 547->551 549 gini = 0.0 samples = 1 value = [0, 1] class = positive 548->549 550 gini = 0.0 samples = 1 value = [1, 0] class = negative 548->550 555 gender ≤ 0.5 gini = 0.1062 samples = 231 value = [218, 13] class = negative 554->555 600 avg_glucose_level ≤ 137.055 gini = 0.0197 samples = 704 value = [697, 7] class = negative 554->600 556 bmi ≤ 20.75 gini = 0.062 samples = 125 value = [121, 4] class = negative 555->556 573 avg_glucose_level ≤ 75.035 gini = 0.1554 samples = 106 value = [97, 9] class = negative 555->573 557 bmi ≤ 20.35 gini = 0.32 samples = 5 value = [4, 1] class = negative 556->557 560 avg_glucose_level ≤ 106.81 gini = 0.0487 samples = 120 value = [117, 3] class = negative 556->560 558 gini = 0.0 samples = 4 value = [4, 0] class = negative 557->558 559 gini = 0.0 samples = 1 value = [0, 1] class = positive 557->559 561 avg_glucose_level ≤ 60.135 gini = 0.0198 samples = 100 value = [99, 1] class = negative 560->561 566 avg_glucose_level ≤ 107.72 gini = 0.18 samples = 20 value = [18, 2] class = negative 560->566 562 avg_glucose_level ≤ 59.77 gini = 0.1528 samples = 12 value = [11, 1] class = negative 561->562 565 gini = 0.0 samples = 88 value = [88, 0] class = negative 561->565 563 gini = 0.0 samples = 11 value = [11, 0] class = negative 562->563 564 gini = 0.0 samples = 1 value = [0, 1] class = positive 562->564 567 gini = 0.0 samples = 1 value = [0, 1] class = positive 566->567 568 bmi ≤ 24.55 gini = 0.0997 samples = 19 value = [18, 1] class = negative 566->568 569 bmi ≤ 23.65 gini = 0.2778 samples = 6 value = [5, 1] class = negative 568->569 572 gini = 0.0 samples = 13 value = [13, 0] class = negative 568->572 570 gini = 0.0 samples = 5 value = [5, 0] class = negative 569->570 571 gini = 0.0 samples = 1 value = [0, 1] class = positive 569->571 574 gini = 0.0 samples = 23 value = [23, 0] class = negative 573->574 575 avg_glucose_level ≤ 76.895 gini = 0.1934 samples = 83 value = [74, 9] class = negative 573->575 576 bmi ≤ 22.65 gini = 0.4444 samples = 3 value = [1, 2] class = positive 575->576 579 avg_glucose_level ≤ 83.605 gini = 0.1597 samples = 80 value = [73, 7] class = negative 575->579 577 gini = 0.0 samples = 1 value = [1, 0] class = negative 576->577 578 gini = 0.0 samples = 2 value = [0, 2] class = positive 576->578 580 gini = 0.0 samples = 16 value = [16, 0] class = negative 579->580 581 avg_glucose_level ≤ 87.755 gini = 0.1948 samples = 64 value = [57, 7] class = negative 579->581 582 bmi ≤ 30.2 gini = 0.4628 samples = 11 value = [7, 4] class = negative 581->582 589 bmi ≤ 31.8 gini = 0.1068 samples = 53 value = [50, 3] class = negative 581->589 583 bmi ≤ 24.8 gini = 0.48 samples = 5 value = [2, 3] class = positive 582->583 586 avg_glucose_level ≤ 83.84 gini = 0.2778 samples = 6 value = [5, 1] class = negative 582->586 584 gini = 0.0 samples = 2 value = [2, 0] class = negative 583->584 585 gini = 0.0 samples = 3 value = [0, 3] class = positive 583->585 587 gini = 0.0 samples = 1 value = [0, 1] class = positive 586->587 588 gini = 0.0 samples = 5 value = [5, 0] class = negative 586->588 590 gini = 0.0 samples = 35 value = [35, 0] class = negative 589->590 591 bmi ≤ 32.05 gini = 0.2778 samples = 18 value = [15, 3] class = negative 589->591 592 avg_glucose_level ≤ 91.24 gini = 0.4444 samples = 3 value = [1, 2] class = positive 591->592 595 bmi ≤ 36.25 gini = 0.1244 samples = 15 value = [14, 1] class = negative 591->595 593 gini = 0.0 samples = 1 value = [1, 0] class = negative 592->593 594 gini = 0.0 samples = 2 value = [0, 2] class = positive 592->594 596 gini = 0.0 samples = 10 value = [10, 0] class = negative 595->596 597 bmi ≤ 37.0 gini = 0.32 samples = 5 value = [4, 1] class = negative 595->597 598 gini = 0.0 samples = 1 value = [0, 1] class = positive 597->598 599 gini = 0.0 samples = 4 value = [4, 0] class = negative 597->599 601 age ≤ 65.5 gini = 0.0171 samples = 694 value = [688, 6] class = negative 600->601 636 avg_glucose_level ≤ 137.35 gini = 0.18 samples = 10 value = [9, 1] class = negative 600->636 602 avg_glucose_level ≤ 70.165 gini = 0.01 samples = 600 value = [597, 3] class = negative 601->602 625 bmi ≤ 29.25 gini = 0.0618 samples = 94 value = [91, 3] class = negative 601->625 603 avg_glucose_level ≤ 70.15 gini = 0.0322 samples = 122 value = [120, 2] class = negative 602->603 616 age ≤ 60.5 gini = 0.0042 samples = 478 value = [477, 1] class = negative 602->616 604 age ≤ 62.5 gini = 0.0164 samples = 121 value = [120, 1] class = negative 603->604 615 gini = 0.0 samples = 1 value = [0, 1] class = positive 603->615 605 gini = 0.0 samples = 63 value = [63, 0] class = negative 604->605 606 age ≤ 63.5 gini = 0.0339 samples = 58 value = [57, 1] class = negative 604->606 607 bmi ≤ 29.9 gini = 0.0997 samples = 19 value = [18, 1] class = negative 606->607 614 gini = 0.0 samples = 39 value = [39, 0] class = negative 606->614 608 bmi ≤ 29.45 gini = 0.1975 samples = 9 value = [8, 1] class = negative 607->608 613 gini = 0.0 samples = 10 value = [10, 0] class = negative 607->613 609 gini = 0.0 samples = 7 value = [7, 0] class = negative 608->609 610 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 608->610 611 gini = 0.0 samples = 1 value = [0, 1] class = positive 610->611 612 gini = 0.0 samples = 1 value = [1, 0] class = negative 610->612 617 bmi ≤ 26.45 gini = 0.0241 samples = 82 value = [81, 1] class = negative 616->617 624 gini = 0.0 samples = 396 value = [396, 0] class = negative 616->624 618 bmi ≤ 26.25 gini = 0.0997 samples = 19 value = [18, 1] class = negative 617->618 623 gini = 0.0 samples = 63 value = [63, 0] class = negative 617->623 619 gini = 0.0 samples = 17 value = [17, 0] class = negative 618->619 620 avg_glucose_level ≤ 86.82 gini = 0.5 samples = 2 value = [1, 1] class = negative 618->620 621 gini = 0.0 samples = 1 value = [1, 0] class = negative 620->621 622 gini = 0.0 samples = 1 value = [0, 1] class = positive 620->622 626 gini = 0.0 samples = 50 value = [50, 0] class = negative 625->626 627 bmi ≤ 29.35 gini = 0.1271 samples = 44 value = [41, 3] class = negative 625->627 628 gini = 0.0 samples = 1 value = [0, 1] class = positive 627->628 629 bmi ≤ 30.75 gini = 0.0887 samples = 43 value = [41, 2] class = negative 627->629 630 bmi ≤ 30.45 gini = 0.32 samples = 10 value = [8, 2] class = negative 629->630 635 gini = 0.0 samples = 33 value = [33, 0] class = negative 629->635 631 avg_glucose_level ≤ 106.435 gini = 0.1975 samples = 9 value = [8, 1] class = negative 630->631 634 gini = 0.0 samples = 1 value = [0, 1] class = positive 630->634 632 gini = 0.0 samples = 8 value = [8, 0] class = negative 631->632 633 gini = 0.0 samples = 1 value = [0, 1] class = positive 631->633 637 gini = 0.0 samples = 1 value = [0, 1] class = positive 636->637 638 gini = 0.0 samples = 9 value = [9, 0] class = negative 636->638 640 bmi ≤ 27.75 gini = 0.04 samples = 490 value = [480, 10] class = negative 639->640 689 bmi ≤ 43.1 gini = 0.1975 samples = 36 value = [32, 4] class = negative 639->689 641 bmi ≤ 27.65 gini = 0.0809 samples = 142 value = [136, 6] class = negative 640->641 668 age ≤ 54.5 gini = 0.0227 samples = 348 value = [344, 4] class = negative 640->668 642 bmi ≤ 27.45 gini = 0.0567 samples = 137 value = [133, 4] class = negative 641->642 663 age ≤ 60.5 gini = 0.48 samples = 5 value = [3, 2] class = negative 641->663 643 age ≤ 61.5 gini = 0.0325 samples = 121 value = [119, 2] class = negative 642->643 654 gender ≤ 0.5 gini = 0.2188 samples = 16 value = [14, 2] class = negative 642->654 644 gini = 0.0 samples = 78 value = [78, 0] class = negative 643->644 645 bmi ≤ 22.7 gini = 0.0887 samples = 43 value = [41, 2] class = negative 643->645 646 bmi ≤ 22.4 gini = 0.2778 samples = 6 value = [5, 1] class = negative 645->646 649 avg_glucose_level ≤ 75.05 gini = 0.0526 samples = 37 value = [36, 1] class = negative 645->649 647 gini = 0.0 samples = 5 value = [5, 0] class = negative 646->647 648 gini = 0.0 samples = 1 value = [0, 1] class = positive 646->648 650 avg_glucose_level ≤ 73.61 gini = 0.1528 samples = 12 value = [11, 1] class = negative 649->650 653 gini = 0.0 samples = 25 value = [25, 0] class = negative 649->653 651 gini = 0.0 samples = 11 value = [11, 0] class = negative 650->651 652 gini = 0.0 samples = 1 value = [0, 1] class = positive 650->652 655 age ≤ 56.5 gini = 0.375 samples = 8 value = [6, 2] class = negative 654->655 662 gini = 0.0 samples = 8 value = [8, 0] class = negative 654->662 656 gini = 0.0 samples = 1 value = [0, 1] class = positive 655->656 657 avg_glucose_level ≤ 70.1 gini = 0.2449 samples = 7 value = [6, 1] class = negative 655->657 658 bmi ≤ 27.55 gini = 0.5 samples = 2 value = [1, 1] class = negative 657->658 661 gini = 0.0 samples = 5 value = [5, 0] class = negative 657->661 659 gini = 0.0 samples = 1 value = [0, 1] class = positive 658->659 660 gini = 0.0 samples = 1 value = [1, 0] class = negative 658->660 664 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 663->664 667 gini = 0.0 samples = 2 value = [2, 0] class = negative 663->667 665 gini = 0.0 samples = 1 value = [1, 0] class = negative 664->665 666 gini = 0.0 samples = 2 value = [0, 2] class = positive 664->666 669 Residence_type ≤ 0.5 gini = 0.1588 samples = 23 value = [21, 2] class = negative 668->669 678 avg_glucose_level ≤ 87.945 gini = 0.0122 samples = 325 value = [323, 2] class = negative 668->678 670 gini = 0.0 samples = 14 value = [14, 0] class = negative 669->670 671 smoking_status ≤ 0.5 gini = 0.3457 samples = 9 value = [7, 2] class = negative 669->671 672 avg_glucose_level ≤ 75.19 gini = 0.4444 samples = 6 value = [4, 2] class = negative 671->672 677 gini = 0.0 samples = 3 value = [3, 0] class = negative 671->677 673 gini = 0.0 samples = 1 value = [0, 1] class = positive 672->673 674 avg_glucose_level ≤ 95.78 gini = 0.32 samples = 5 value = [4, 1] class = negative 672->674 675 gini = 0.0 samples = 4 value = [4, 0] class = negative 674->675 676 gini = 0.0 samples = 1 value = [0, 1] class = positive 674->676 679 avg_glucose_level ≤ 87.85 gini = 0.0234 samples = 169 value = [167, 2] class = negative 678->679 688 gini = 0.0 samples = 156 value = [156, 0] class = negative 678->688 680 age ≤ 57.5 gini = 0.0118 samples = 168 value = [167, 1] class = negative 679->680 687 gini = 0.0 samples = 1 value = [0, 1] class = positive 679->687 681 avg_glucose_level ≤ 67.43 gini = 0.0444 samples = 44 value = [43, 1] class = negative 680->681 686 gini = 0.0 samples = 124 value = [124, 0] class = negative 680->686 682 avg_glucose_level ≤ 67.395 gini = 0.1244 samples = 15 value = [14, 1] class = negative 681->682 685 gini = 0.0 samples = 29 value = [29, 0] class = negative 681->685 683 gini = 0.0 samples = 14 value = [14, 0] class = negative 682->683 684 gini = 0.0 samples = 1 value = [0, 1] class = positive 682->684 690 avg_glucose_level ≤ 101.59 gini = 0.1609 samples = 34 value = [31, 3] class = negative 689->690 703 avg_glucose_level ≤ 81.785 gini = 0.5 samples = 2 value = [1, 1] class = negative 689->703 691 bmi ≤ 28.15 gini = 0.0832 samples = 23 value = [22, 1] class = negative 690->691 696 avg_glucose_level ≤ 107.37 gini = 0.2975 samples = 11 value = [9, 2] class = negative 690->696 692 bmi ≤ 28.0 gini = 0.2449 samples = 7 value = [6, 1] class = negative 691->692 695 gini = 0.0 samples = 16 value = [16, 0] class = negative 691->695 693 gini = 0.0 samples = 6 value = [6, 0] class = negative 692->693 694 gini = 0.0 samples = 1 value = [0, 1] class = positive 692->694 697 gini = 0.0 samples = 1 value = [0, 1] class = positive 696->697 698 bmi ≤ 31.15 gini = 0.18 samples = 10 value = [9, 1] class = negative 696->698 699 bmi ≤ 30.8 gini = 0.375 samples = 4 value = [3, 1] class = negative 698->699 702 gini = 0.0 samples = 6 value = [6, 0] class = negative 698->702 700 gini = 0.0 samples = 3 value = [3, 0] class = negative 699->700 701 gini = 0.0 samples = 1 value = [0, 1] class = positive 699->701 704 gini = 0.0 samples = 1 value = [1, 0] class = negative 703->704 705 gini = 0.0 samples = 1 value = [0, 1] class = positive 703->705 707 gini = 0.0 samples = 1 value = [0, 1] class = positive 706->707 708 smoking_status ≤ 0.5 gini = 0.0606 samples = 1119 value = [1084, 35] class = negative 706->708 709 bmi ≤ 31.55 gini = 0.0377 samples = 625 value = [613, 12] class = negative 708->709 766 Residence_type ≤ 0.5 gini = 0.0888 samples = 494 value = [471, 23] class = negative 708->766 710 bmi ≤ 31.45 gini = 0.0722 samples = 240 value = [231, 9] class = negative 709->710 745 avg_glucose_level ≤ 247.7 gini = 0.0155 samples = 385 value = [382, 3] class = negative 709->745 711 avg_glucose_level ≤ 146.7 gini = 0.0655 samples = 236 value = [228, 8] class = negative 710->711 742 age ≤ 60.0 gini = 0.375 samples = 4 value = [3, 1] class = negative 710->742 712 avg_glucose_level ≤ 146.185 gini = 0.1975 samples = 18 value = [16, 2] class = negative 711->712 717 age ≤ 63.5 gini = 0.0535 samples = 218 value = [212, 6] class = negative 711->717 713 bmi ≤ 30.75 gini = 0.1107 samples = 17 value = [16, 1] class = negative 712->713 716 gini = 0.0 samples = 1 value = [0, 1] class = positive 712->716 714 gini = 0.0 samples = 16 value = [16, 0] class = negative 713->714 715 gini = 0.0 samples = 1 value = [0, 1] class = positive 713->715 718 age ≤ 62.5 gini = 0.0648 samples = 179 value = [173, 6] class = negative 717->718 741 gini = 0.0 samples = 39 value = [39, 0] class = negative 717->741 719 bmi ≤ 27.75 gini = 0.0382 samples = 154 value = [151, 3] class = negative 718->719 732 bmi ≤ 30.55 gini = 0.2112 samples = 25 value = [22, 3] class = negative 718->732 720 bmi ≤ 27.65 gini = 0.0788 samples = 73 value = [70, 3] class = negative 719->720 731 gini = 0.0 samples = 81 value = [81, 0] class = negative 719->731 721 bmi ≤ 27.25 gini = 0.054 samples = 72 value = [70, 2] class = negative 720->721 730 gini = 0.0 samples = 1 value = [0, 1] class = positive 720->730 722 bmi ≤ 23.7 gini = 0.0294 samples = 67 value = [66, 1] class = negative 721->722 727 Residence_type ≤ 0.5 gini = 0.32 samples = 5 value = [4, 1] class = negative 721->727 723 bmi ≤ 23.35 gini = 0.1049 samples = 18 value = [17, 1] class = negative 722->723 726 gini = 0.0 samples = 49 value = [49, 0] class = negative 722->726 724 gini = 0.0 samples = 17 value = [17, 0] class = negative 723->724 725 gini = 0.0 samples = 1 value = [0, 1] class = positive 723->725 728 gini = 0.0 samples = 1 value = [0, 1] class = positive 727->728 729 gini = 0.0 samples = 4 value = [4, 0] class = negative 727->729 733 avg_glucose_level ≤ 225.365 gini = 0.0997 samples = 19 value = [18, 1] class = negative 732->733 738 bmi ≤ 30.75 gini = 0.4444 samples = 6 value = [4, 2] class = negative 732->738 734 gini = 0.0 samples = 16 value = [16, 0] class = negative 733->734 735 avg_glucose_level ≤ 229.36 gini = 0.4444 samples = 3 value = [2, 1] class = negative 733->735 736 gini = 0.0 samples = 1 value = [0, 1] class = positive 735->736 737 gini = 0.0 samples = 2 value = [2, 0] class = negative 735->737 739 gini = 0.0 samples = 2 value = [0, 2] class = positive 738->739 740 gini = 0.0 samples = 4 value = [4, 0] class = negative 738->740 743 gini = 0.0 samples = 1 value = [0, 1] class = positive 742->743 744 gini = 0.0 samples = 3 value = [3, 0] class = negative 742->744 746 Residence_type ≤ 0.5 gini = 0.0108 samples = 370 value = [368, 2] class = negative 745->746 763 avg_glucose_level ≤ 249.45 gini = 0.1244 samples = 15 value = [14, 1] class = negative 745->763 747 age ≤ 59.5 gini = 0.0201 samples = 197 value = [195, 2] class = negative 746->747 762 gini = 0.0 samples = 173 value = [173, 0] class = negative 746->762 748 gini = 0.0 samples = 89 value = [89, 0] class = negative 747->748 749 age ≤ 62.5 gini = 0.0364 samples = 108 value = [106, 2] class = negative 747->749 750 bmi ≤ 38.45 gini = 0.0754 samples = 51 value = [49, 2] class = negative 749->750 761 gini = 0.0 samples = 57 value = [57, 0] class = negative 749->761 751 bmi ≤ 38.1 gini = 0.1244 samples = 30 value = [28, 2] class = negative 750->751 760 gini = 0.0 samples = 21 value = [21, 0] class = negative 750->760 752 age ≤ 60.5 gini = 0.0666 samples = 29 value = [28, 1] class = negative 751->752 759 gini = 0.0 samples = 1 value = [0, 1] class = positive 751->759 753 bmi ≤ 34.9 gini = 0.1975 samples = 9 value = [8, 1] class = negative 752->753 758 gini = 0.0 samples = 20 value = [20, 0] class = negative 752->758 754 bmi ≤ 34.35 gini = 0.375 samples = 4 value = [3, 1] class = negative 753->754 757 gini = 0.0 samples = 5 value = [5, 0] class = negative 753->757 755 gini = 0.0 samples = 3 value = [3, 0] class = negative 754->755 756 gini = 0.0 samples = 1 value = [0, 1] class = positive 754->756 764 gini = 0.0 samples = 1 value = [0, 1] class = positive 763->764 765 gini = 0.0 samples = 14 value = [14, 0] class = negative 763->765 767 bmi ≤ 30.5 gini = 0.0472 samples = 248 value = [242, 6] class = negative 766->767 796 avg_glucose_level ≤ 222.16 gini = 0.1287 samples = 246 value = [229, 17] class = negative 766->796 768 gini = 0.0 samples = 86 value = [86, 0] class = negative 767->768 769 bmi ≤ 30.65 gini = 0.0713 samples = 162 value = [156, 6] class = negative 767->769 770 gini = 0.0 samples = 1 value = [0, 1] class = positive 769->770 771 avg_glucose_level ≤ 217.5 gini = 0.0602 samples = 161 value = [156, 5] class = negative 769->771 772 avg_glucose_level ≤ 217.44 gini = 0.0832 samples = 115 value = [110, 5] class = negative 771->772 795 gini = 0.0 samples = 46 value = [46, 0] class = negative 771->795 773 avg_glucose_level ≤ 191.79 gini = 0.0677 samples = 114 value = [110, 4] class = negative 772->773 794 gini = 0.0 samples = 1 value = [0, 1] class = positive 772->794 774 gini = 0.0 samples = 43 value = [43, 0] class = negative 773->774 775 avg_glucose_level ≤ 191.875 gini = 0.1063 samples = 71 value = [67, 4] class = negative 773->775 776 gini = 0.0 samples = 1 value = [0, 1] class = positive 775->776 777 bmi ≤ 34.55 gini = 0.082 samples = 70 value = [67, 3] class = negative 775->777 778 bmi ≤ 34.25 gini = 0.2311 samples = 15 value = [13, 2] class = negative 777->778 787 age ≤ 62.5 gini = 0.0357 samples = 55 value = [54, 1] class = negative 777->787 779 hypertension ≤ 0.5 gini = 0.1327 samples = 14 value = [13, 1] class = negative 778->779 786 gini = 0.0 samples = 1 value = [0, 1] class = positive 778->786 780 gini = 0.0 samples = 8 value = [8, 0] class = negative 779->780 781 avg_glucose_level ≤ 210.03 gini = 0.2778 samples = 6 value = [5, 1] class = negative 779->781 782 bmi ≤ 32.9 gini = 0.4444 samples = 3 value = [2, 1] class = negative 781->782 785 gini = 0.0 samples = 3 value = [3, 0] class = negative 781->785 783 gini = 0.0 samples = 1 value = [0, 1] class = positive 782->783 784 gini = 0.0 samples = 2 value = [2, 0] class = negative 782->784 788 gini = 0.0 samples = 41 value = [41, 0] class = negative 787->788 789 age ≤ 63.5 gini = 0.1327 samples = 14 value = [13, 1] class = negative 787->789 790 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 789->790 793 gini = 0.0 samples = 12 value = [12, 0] class = negative 789->793 791 gini = 0.0 samples = 1 value = [0, 1] class = positive 790->791 792 gini = 0.0 samples = 1 value = [1, 0] class = negative 790->792 797 avg_glucose_level ≤ 221.67 gini = 0.1645 samples = 188 value = [171, 17] class = negative 796->797 858 gini = 0.0 samples = 58 value = [58, 0] class = negative 796->858 798 bmi ≤ 20.55 gini = 0.1565 samples = 187 value = [171, 16] class = negative 797->798 857 gini = 0.0 samples = 1 value = [0, 1] class = positive 797->857 799 hypertension ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 798->799 802 bmi ≤ 32.35 gini = 0.149 samples = 185 value = [170, 15] class = negative 798->802 800 gini = 0.0 samples = 1 value = [1, 0] class = negative 799->800 801 gini = 0.0 samples = 1 value = [0, 1] class = positive 799->801 803 bmi ≤ 32.1 gini = 0.2137 samples = 74 value = [65, 9] class = negative 802->803 830 avg_glucose_level ≤ 199.86 gini = 0.1023 samples = 111 value = [105, 6] class = negative 802->830 804 avg_glucose_level ≤ 184.43 gini = 0.1952 samples = 73 value = [65, 8] class = negative 803->804 829 gini = 0.0 samples = 1 value = [0, 1] class = positive 803->829 805 avg_glucose_level ≤ 171.605 gini = 0.32 samples = 30 value = [24, 6] class = negative 804->805 822 hypertension ≤ 0.5 gini = 0.0887 samples = 43 value = [41, 2] class = negative 804->822 806 avg_glucose_level ≤ 154.715 gini = 0.1588 samples = 23 value = [21, 2] class = negative 805->806 815 bmi ≤ 30.65 gini = 0.4898 samples = 7 value = [3, 4] class = positive 805->815 807 age ≤ 54.5 gini = 0.375 samples = 8 value = [6, 2] class = negative 806->807 814 gini = 0.0 samples = 15 value = [15, 0] class = negative 806->814 808 gini = 0.0 samples = 1 value = [0, 1] class = positive 807->808 809 age ≤ 65.0 gini = 0.2449 samples = 7 value = [6, 1] class = negative 807->809 810 gini = 0.0 samples = 5 value = [5, 0] class = negative 809->810 811 avg_glucose_level ≤ 151.755 gini = 0.5 samples = 2 value = [1, 1] class = negative 809->811 812 gini = 0.0 samples = 1 value = [0, 1] class = positive 811->812 813 gini = 0.0 samples = 1 value = [1, 0] class = negative 811->813 816 gender ≤ 0.5 gini = 0.32 samples = 5 value = [1, 4] class = positive 815->816 821 gini = 0.0 samples = 2 value = [2, 0] class = negative 815->821 817 age ≤ 58.0 gini = 0.5 samples = 2 value = [1, 1] class = negative 816->817 820 gini = 0.0 samples = 3 value = [0, 3] class = positive 816->820 818 gini = 0.0 samples = 1 value = [0, 1] class = positive 817->818 819 gini = 0.0 samples = 1 value = [1, 0] class = negative 817->819 823 gini = 0.0 samples = 33 value = [33, 0] class = negative 822->823 824 avg_glucose_level ≤ 207.545 gini = 0.32 samples = 10 value = [8, 2] class = negative 822->824 825 gini = 0.0 samples = 1 value = [0, 1] class = positive 824->825 826 bmi ≤ 23.6 gini = 0.1975 samples = 9 value = [8, 1] class = negative 824->826 827 gini = 0.0 samples = 1 value = [0, 1] class = positive 826->827 828 gini = 0.0 samples = 8 value = [8, 0] class = negative 826->828 831 age ≤ 56.5 gini = 0.0322 samples = 61 value = [60, 1] class = negative 830->831 838 avg_glucose_level ≤ 201.06 gini = 0.18 samples = 50 value = [45, 5] class = negative 830->838 832 bmi ≤ 40.25 gini = 0.142 samples = 13 value = [12, 1] class = negative 831->832 837 gini = 0.0 samples = 48 value = [48, 0] class = negative 831->837 833 gini = 0.0 samples = 8 value = [8, 0] class = negative 832->833 834 bmi ≤ 41.05 gini = 0.32 samples = 5 value = [4, 1] class = negative 832->834 835 gini = 0.0 samples = 1 value = [0, 1] class = positive 834->835 836 gini = 0.0 samples = 4 value = [4, 0] class = negative 834->836 839 gini = 0.0 samples = 1 value = [0, 1] class = positive 838->839 840 age ≤ 64.5 gini = 0.1499 samples = 49 value = [45, 4] class = negative 838->840 841 bmi ≤ 39.9 gini = 0.0997 samples = 38 value = [36, 2] class = negative 840->841 850 bmi ≤ 38.0 gini = 0.2975 samples = 11 value = [9, 2] class = negative 840->850 842 gini = 0.0 samples = 25 value = [25, 0] class = negative 841->842 843 bmi ≤ 40.35 gini = 0.2604 samples = 13 value = [11, 2] class = negative 841->843 844 gini = 0.0 samples = 1 value = [0, 1] class = positive 843->844 845 gender ≤ 0.5 gini = 0.1528 samples = 12 value = [11, 1] class = negative 843->845 846 gini = 0.0 samples = 9 value = [9, 0] class = negative 845->846 847 age ≤ 59.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 845->847 848 gini = 0.0 samples = 1 value = [0, 1] class = positive 847->848 849 gini = 0.0 samples = 2 value = [2, 0] class = negative 847->849 851 gini = 0.0 samples = 1 value = [0, 1] class = positive 850->851 852 avg_glucose_level ≤ 206.94 gini = 0.18 samples = 10 value = [9, 1] class = negative 850->852 853 age ≤ 65.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 852->853 856 gini = 0.0 samples = 6 value = [6, 0] class = negative 852->856 854 gini = 0.0 samples = 1 value = [0, 1] class = positive 853->854 855 gini = 0.0 samples = 3 value = [3, 0] class = negative 853->855 860 age ≤ 60.5 gini = 0.0894 samples = 384 value = [366, 18] class = negative 859->860 923 age ≤ 62.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 859->923 861 avg_glucose_level ≤ 240.435 gini = 0.0335 samples = 176 value = [173, 3] class = negative 860->861 876 bmi ≤ 36.45 gini = 0.1338 samples = 208 value = [193, 15] class = negative 860->876 862 avg_glucose_level ≤ 216.565 gini = 0.0233 samples = 170 value = [168, 2] class = negative 861->862 873 avg_glucose_level ≤ 240.72 gini = 0.2778 samples = 6 value = [5, 1] class = negative 861->873 863 age ≤ 59.5 gini = 0.0129 samples = 154 value = [153, 1] class = negative 862->863 870 avg_glucose_level ≤ 217.31 gini = 0.1172 samples = 16 value = [15, 1] class = negative 862->870 864 gini = 0.0 samples = 130 value = [130, 0] class = negative 863->864 865 bmi ≤ 35.85 gini = 0.0799 samples = 24 value = [23, 1] class = negative 863->865 866 gini = 0.0 samples = 18 value = [18, 0] class = negative 865->866 867 bmi ≤ 37.4 gini = 0.2778 samples = 6 value = [5, 1] class = negative 865->867 868 gini = 0.0 samples = 1 value = [0, 1] class = positive 867->868 869 gini = 0.0 samples = 5 value = [5, 0] class = negative 867->869 871 gini = 0.0 samples = 1 value = [0, 1] class = positive 870->871 872 gini = 0.0 samples = 15 value = [15, 0] class = negative 870->872 874 gini = 0.0 samples = 1 value = [0, 1] class = positive 873->874 875 gini = 0.0 samples = 5 value = [5, 0] class = negative 873->875 877 avg_glucose_level ≤ 242.29 gini = 0.1037 samples = 164 value = [155, 9] class = negative 876->877 908 bmi ≤ 37.55 gini = 0.2355 samples = 44 value = [38, 6] class = negative 876->908 878 avg_glucose_level ≤ 117.105 gini = 0.0939 samples = 162 value = [154, 8] class = negative 877->878 905 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 877->905 879 avg_glucose_level ≤ 111.765 gini = 0.1472 samples = 100 value = [92, 8] class = negative 878->879 904 gini = 0.0 samples = 62 value = [62, 0] class = negative 878->904 880 avg_glucose_level ≤ 78.57 gini = 0.1017 samples = 93 value = [88, 5] class = negative 879->880 899 smoking_status ≤ 0.5 gini = 0.4898 samples = 7 value = [4, 3] class = negative 879->899 881 avg_glucose_level ≤ 78.085 gini = 0.1723 samples = 42 value = [38, 4] class = negative 880->881 894 hypertension ≤ 0.5 gini = 0.0384 samples = 51 value = [50, 1] class = negative 880->894 882 bmi ≤ 28.6 gini = 0.1356 samples = 41 value = [38, 3] class = negative 881->882 893 gini = 0.0 samples = 1 value = [0, 1] class = positive 881->893 883 gini = 0.0 samples = 22 value = [22, 0] class = negative 882->883 884 avg_glucose_level ≤ 77.855 gini = 0.2659 samples = 19 value = [16, 3] class = negative 882->884 885 bmi ≤ 28.9 gini = 0.1975 samples = 18 value = [16, 2] class = negative 884->885 892 gini = 0.0 samples = 1 value = [0, 1] class = positive 884->892 886 gini = 0.0 samples = 1 value = [0, 1] class = positive 885->886 887 age ≤ 61.5 gini = 0.1107 samples = 17 value = [16, 1] class = negative 885->887 888 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 887->888 891 gini = 0.0 samples = 15 value = [15, 0] class = negative 887->891 889 gini = 0.0 samples = 1 value = [1, 0] class = negative 888->889 890 gini = 0.0 samples = 1 value = [0, 1] class = positive 888->890 895 gini = 0.0 samples = 40 value = [40, 0] class = negative 894->895 896 bmi ≤ 27.35 gini = 0.1653 samples = 11 value = [10, 1] class = negative 894->896 897 gini = 0.0 samples = 1 value = [0, 1] class = positive 896->897 898 gini = 0.0 samples = 10 value = [10, 0] class = negative 896->898 900 gini = 0.0 samples = 3 value = [3, 0] class = negative 899->900 901 bmi ≤ 27.2 gini = 0.375 samples = 4 value = [1, 3] class = positive 899->901 902 gini = 0.0 samples = 1 value = [1, 0] class = negative 901->902 903 gini = 0.0 samples = 3 value = [0, 3] class = positive 901->903 906 gini = 0.0 samples = 1 value = [1, 0] class = negative 905->906 907 gini = 0.0 samples = 1 value = [0, 1] class = positive 905->907 909 age ≤ 64.5 gini = 0.4938 samples = 9 value = [5, 4] class = negative 908->909 914 bmi ≤ 44.05 gini = 0.1078 samples = 35 value = [33, 2] class = negative 908->914 910 smoking_status ≤ 0.5 gini = 0.32 samples = 5 value = [1, 4] class = positive 909->910 913 gini = 0.0 samples = 4 value = [4, 0] class = negative 909->913 911 gini = 0.0 samples = 1 value = [1, 0] class = negative 910->911 912 gini = 0.0 samples = 4 value = [0, 4] class = positive 910->912 915 gini = 0.0 samples = 24 value = [24, 0] class = negative 914->915 916 bmi ≤ 44.65 gini = 0.2975 samples = 11 value = [9, 2] class = negative 914->916 917 gini = 0.0 samples = 1 value = [0, 1] class = positive 916->917 918 avg_glucose_level ≤ 190.47 gini = 0.18 samples = 10 value = [9, 1] class = negative 916->918 919 gini = 0.0 samples = 7 value = [7, 0] class = negative 918->919 920 avg_glucose_level ≤ 193.64 gini = 0.4444 samples = 3 value = [2, 1] class = negative 918->920 921 gini = 0.0 samples = 1 value = [0, 1] class = positive 920->921 922 gini = 0.0 samples = 2 value = [2, 0] class = negative 920->922 924 gini = 0.0 samples = 2 value = [0, 2] class = positive 923->924 925 gini = 0.0 samples = 2 value = [2, 0] class = negative 923->925 927 avg_glucose_level ≤ 82.135 gini = 0.2803 samples = 356 value = [296, 60] class = negative 926->927 1092 age ≤ 77.5 gini = 0.1177 samples = 4939 value = [4629, 310] class = negative 926->1092 928 avg_glucose_level ≤ 81.755 gini = 0.3901 samples = 64 value = [47, 17] class = negative 927->928 967 bmi ≤ 15.35 gini = 0.2511 samples = 292 value = [249, 43] class = negative 927->967 929 age ≤ 73.5 gini = 0.3537 samples = 61 value = [47, 14] class = negative 928->929 966 gini = 0.0 samples = 3 value = [0, 3] class = positive 928->966 930 smoking_status ≤ 0.5 gini = 0.18 samples = 30 value = [27, 3] class = negative 929->930 943 avg_glucose_level ≤ 62.88 gini = 0.4579 samples = 31 value = [20, 11] class = negative 929->943 931 hypertension ≤ 0.5 gini = 0.2659 samples = 19 value = [16, 3] class = negative 930->931 942 gini = 0.0 samples = 11 value = [11, 0] class = negative 930->942 932 gender ≤ 0.5 gini = 0.375 samples = 12 value = [9, 3] class = negative 931->932 941 gini = 0.0 samples = 7 value = [7, 0] class = negative 931->941 933 age ≤ 71.0 gini = 0.1975 samples = 9 value = [8, 1] class = negative 932->933 938 age ≤ 67.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 932->938 934 age ≤ 69.0 gini = 0.375 samples = 4 value = [3, 1] class = negative 933->934 937 gini = 0.0 samples = 5 value = [5, 0] class = negative 933->937 935 gini = 0.0 samples = 3 value = [3, 0] class = negative 934->935 936 gini = 0.0 samples = 1 value = [0, 1] class = positive 934->936 939 gini = 0.0 samples = 1 value = [1, 0] class = negative 938->939 940 gini = 0.0 samples = 2 value = [0, 2] class = positive 938->940 944 avg_glucose_level ≤ 57.145 gini = 0.4688 samples = 8 value = [3, 5] class = positive 943->944 951 avg_glucose_level ≤ 72.095 gini = 0.3856 samples = 23 value = [17, 6] class = negative 943->951 945 gini = 0.0 samples = 2 value = [2, 0] class = negative 944->945 946 avg_glucose_level ≤ 61.53 gini = 0.2778 samples = 6 value = [1, 5] class = positive 944->946 947 gini = 0.0 samples = 4 value = [0, 4] class = positive 946->947 948 avg_glucose_level ≤ 62.28 gini = 0.5 samples = 2 value = [1, 1] class = negative 946->948 949 gini = 0.0 samples = 1 value = [1, 0] class = negative 948->949 950 gini = 0.0 samples = 1 value = [0, 1] class = positive 948->950 952 gini = 0.0 samples = 7 value = [7, 0] class = negative 951->952 953 avg_glucose_level ≤ 77.09 gini = 0.4688 samples = 16 value = [10, 6] class = negative 951->953 954 age ≤ 77.5 gini = 0.4444 samples = 6 value = [2, 4] class = positive 953->954 959 heart_disease ≤ 0.5 gini = 0.32 samples = 10 value = [8, 2] class = negative 953->959 955 age ≤ 76.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 954->955 958 gini = 0.0 samples = 3 value = [0, 3] class = positive 954->958 956 gini = 0.0 samples = 1 value = [0, 1] class = positive 955->956 957 gini = 0.0 samples = 2 value = [2, 0] class = negative 955->957 960 gini = 0.0 samples = 6 value = [6, 0] class = negative 959->960 961 avg_glucose_level ≤ 78.92 gini = 0.5 samples = 4 value = [2, 2] class = negative 959->961 962 gini = 0.0 samples = 1 value = [0, 1] class = positive 961->962 963 age ≤ 76.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 961->963 964 gini = 0.0 samples = 1 value = [0, 1] class = positive 963->964 965 gini = 0.0 samples = 2 value = [2, 0] class = negative 963->965 968 avg_glucose_level ≤ 88.985 gini = 0.2435 samples = 289 value = [248, 41] class = negative 967->968 1089 avg_glucose_level ≤ 99.025 gini = 0.4444 samples = 3 value = [1, 2] class = positive 967->1089 969 gini = 0.0 samples = 33 value = [33, 0] class = negative 968->969 970 avg_glucose_level ≤ 89.33 gini = 0.269 samples = 256 value = [215, 41] class = negative 968->970 971 gini = 0.0 samples = 1 value = [0, 1] class = positive 970->971 972 hypertension ≤ 0.5 gini = 0.2645 samples = 255 value = [215, 40] class = negative 970->972 973 age ≤ 81.5 gini = 0.3076 samples = 158 value = [128, 30] class = negative 972->973 1058 avg_glucose_level ≤ 199.7 gini = 0.1849 samples = 97 value = [87, 10] class = negative 972->1058 974 avg_glucose_level ≤ 173.82 gini = 0.296 samples = 155 value = [127, 28] class = negative 973->974 1055 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 973->1055 975 avg_glucose_level ≤ 132.89 gini = 0.3607 samples = 72 value = [55, 17] class = negative 974->975 1024 avg_glucose_level ≤ 210.05 gini = 0.2299 samples = 83 value = [72, 11] class = negative 974->1024 976 age ≤ 68.5 gini = 0.32 samples = 65 value = [52, 13] class = negative 975->976 1019 smoking_status ≤ 0.5 gini = 0.4898 samples = 7 value = [3, 4] class = positive 975->1019 977 gini = 0.0 samples = 11 value = [11, 0] class = negative 976->977 978 avg_glucose_level ≤ 90.035 gini = 0.3656 samples = 54 value = [41, 13] class = negative 976->978 979 gini = 0.0 samples = 1 value = [0, 1] class = positive 978->979 980 avg_glucose_level ≤ 93.27 gini = 0.3503 samples = 53 value = [41, 12] class = negative 978->980 981 gini = 0.0 samples = 9 value = [9, 0] class = negative 980->981 982 avg_glucose_level ≤ 94.23 gini = 0.3967 samples = 44 value = [32, 12] class = negative 980->982 983 smoking_status ≤ 0.5 gini = 0.375 samples = 4 value = [1, 3] class = positive 982->983 988 avg_glucose_level ≤ 99.18 gini = 0.3488 samples = 40 value = [31, 9] class = negative 982->988 984 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 983->984 987 gini = 0.0 samples = 2 value = [0, 2] class = positive 983->987 985 gini = 0.0 samples = 1 value = [0, 1] class = positive 984->985 986 gini = 0.0 samples = 1 value = [1, 0] class = negative 984->986 989 smoking_status ≤ 0.5 gini = 0.1528 samples = 12 value = [11, 1] class = negative 988->989 996 avg_glucose_level ≤ 99.42 gini = 0.4082 samples = 28 value = [20, 8] class = negative 988->996 990 age ≤ 73.0 gini = 0.32 samples = 5 value = [4, 1] class = negative 989->990 995 gini = 0.0 samples = 7 value = [7, 0] class = negative 989->995 991 avg_glucose_level ≤ 97.365 gini = 0.5 samples = 2 value = [1, 1] class = negative 990->991 994 gini = 0.0 samples = 3 value = [3, 0] class = negative 990->994 992 gini = 0.0 samples = 1 value = [0, 1] class = positive 991->992 993 gini = 0.0 samples = 1 value = [1, 0] class = negative 991->993 997 gini = 0.0 samples = 1 value = [0, 1] class = positive 996->997 998 avg_glucose_level ≤ 110.33 gini = 0.3841 samples = 27 value = [20, 7] class = negative 996->998 999 avg_glucose_level ≤ 106.665 gini = 0.3403 samples = 23 value = [18, 5] class = negative 998->999 1016 smoking_status ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 998->1016 1000 avg_glucose_level ≤ 106.22 gini = 0.4012 samples = 18 value = [13, 5] class = negative 999->1000 1015 gini = 0.0 samples = 5 value = [5, 0] class = negative 999->1015 1001 age ≤ 73.5 gini = 0.3599 samples = 17 value = [13, 4] class = negative 1000->1001 1014 gini = 0.0 samples = 1 value = [0, 1] class = positive 1000->1014 1002 gini = 0.0 samples = 3 value = [3, 0] class = negative 1001->1002 1003 avg_glucose_level ≤ 101.025 gini = 0.4082 samples = 14 value = [10, 4] class = negative 1001->1003 1004 gini = 0.0 samples = 2 value = [0, 2] class = positive 1003->1004 1005 avg_glucose_level ≤ 105.075 gini = 0.2778 samples = 12 value = [10, 2] class = negative 1003->1005 1006 heart_disease ≤ 0.5 gini = 0.18 samples = 10 value = [9, 1] class = negative 1005->1006 1011 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1005->1011 1007 gini = 0.0 samples = 6 value = [6, 0] class = negative 1006->1007 1008 avg_glucose_level ≤ 102.19 gini = 0.375 samples = 4 value = [3, 1] class = negative 1006->1008 1009 gini = 0.0 samples = 1 value = [0, 1] class = positive 1008->1009 1010 gini = 0.0 samples = 3 value = [3, 0] class = negative 1008->1010 1012 gini = 0.0 samples = 1 value = [1, 0] class = negative 1011->1012 1013 gini = 0.0 samples = 1 value = [0, 1] class = positive 1011->1013 1017 gini = 0.0 samples = 2 value = [0, 2] class = positive 1016->1017 1018 gini = 0.0 samples = 2 value = [2, 0] class = negative 1016->1018 1020 age ≤ 72.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 1019->1020 1023 gini = 0.0 samples = 3 value = [0, 3] class = positive 1019->1023 1021 gini = 0.0 samples = 3 value = [3, 0] class = negative 1020->1021 1022 gini = 0.0 samples = 1 value = [0, 1] class = positive 1020->1022 1025 age ≤ 67.5 gini = 0.0928 samples = 41 value = [39, 2] class = negative 1024->1025 1034 avg_glucose_level ≤ 212.14 gini = 0.3367 samples = 42 value = [33, 9] class = negative 1024->1034 1026 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1025->1026 1029 avg_glucose_level ≤ 202.77 gini = 0.0512 samples = 38 value = [37, 1] class = negative 1025->1029 1027 gini = 0.0 samples = 1 value = [0, 1] class = positive 1026->1027 1028 gini = 0.0 samples = 2 value = [2, 0] class = negative 1026->1028 1030 gini = 0.0 samples = 29 value = [29, 0] class = negative 1029->1030 1031 avg_glucose_level ≤ 203.255 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1029->1031 1032 gini = 0.0 samples = 1 value = [0, 1] class = positive 1031->1032 1033 gini = 0.0 samples = 8 value = [8, 0] class = negative 1031->1033 1035 gini = 0.0 samples = 3 value = [0, 3] class = positive 1034->1035 1036 avg_glucose_level ≤ 219.78 gini = 0.2604 samples = 39 value = [33, 6] class = negative 1034->1036 1037 gini = 0.0 samples = 15 value = [15, 0] class = negative 1036->1037 1038 avg_glucose_level ≤ 221.37 gini = 0.375 samples = 24 value = [18, 6] class = negative 1036->1038 1039 gini = 0.0 samples = 3 value = [0, 3] class = positive 1038->1039 1040 age ≤ 79.5 gini = 0.2449 samples = 21 value = [18, 3] class = negative 1038->1040 1041 heart_disease ≤ 0.5 gini = 0.18 samples = 20 value = [18, 2] class = negative 1040->1041 1054 gini = 0.0 samples = 1 value = [0, 1] class = positive 1040->1054 1042 smoking_status ≤ 0.5 gini = 0.2975 samples = 11 value = [9, 2] class = negative 1041->1042 1053 gini = 0.0 samples = 9 value = [9, 0] class = negative 1041->1053 1043 gini = 0.0 samples = 6 value = [6, 0] class = negative 1042->1043 1044 gender ≤ 0.5 gini = 0.48 samples = 5 value = [3, 2] class = negative 1042->1044 1045 gini = 0.0 samples = 1 value = [1, 0] class = negative 1044->1045 1046 avg_glucose_level ≤ 230.415 gini = 0.5 samples = 4 value = [2, 2] class = negative 1044->1046 1047 gini = 0.0 samples = 1 value = [0, 1] class = positive 1046->1047 1048 avg_glucose_level ≤ 234.48 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1046->1048 1049 gini = 0.0 samples = 1 value = [1, 0] class = negative 1048->1049 1050 avg_glucose_level ≤ 240.925 gini = 0.5 samples = 2 value = [1, 1] class = negative 1048->1050 1051 gini = 0.0 samples = 1 value = [0, 1] class = positive 1050->1051 1052 gini = 0.0 samples = 1 value = [1, 0] class = negative 1050->1052 1056 gini = 0.0 samples = 2 value = [0, 2] class = positive 1055->1056 1057 gini = 0.0 samples = 1 value = [1, 0] class = negative 1055->1057 1059 age ≤ 77.5 gini = 0.1225 samples = 61 value = [57, 4] class = negative 1058->1059 1074 avg_glucose_level ≤ 201.15 gini = 0.2778 samples = 36 value = [30, 6] class = negative 1058->1074 1060 gini = 0.0 samples = 36 value = [36, 0] class = negative 1059->1060 1061 avg_glucose_level ≤ 96.745 gini = 0.2688 samples = 25 value = [21, 4] class = negative 1059->1061 1062 avg_glucose_level ≤ 92.78 gini = 0.4688 samples = 8 value = [5, 3] class = negative 1061->1062 1069 avg_glucose_level ≤ 111.235 gini = 0.1107 samples = 17 value = [16, 1] class = negative 1061->1069 1063 gini = 0.0 samples = 3 value = [3, 0] class = negative 1062->1063 1064 avg_glucose_level ≤ 94.055 gini = 0.48 samples = 5 value = [2, 3] class = positive 1062->1064 1065 gini = 0.0 samples = 2 value = [0, 2] class = positive 1064->1065 1066 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1064->1066 1067 gini = 0.0 samples = 1 value = [0, 1] class = positive 1066->1067 1068 gini = 0.0 samples = 2 value = [2, 0] class = negative 1066->1068 1070 gini = 0.0 samples = 10 value = [10, 0] class = negative 1069->1070 1071 avg_glucose_level ≤ 113.79 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1069->1071 1072 gini = 0.0 samples = 1 value = [0, 1] class = positive 1071->1072 1073 gini = 0.0 samples = 6 value = [6, 0] class = negative 1071->1073 1075 gini = 0.0 samples = 3 value = [0, 3] class = positive 1074->1075 1076 avg_glucose_level ≤ 231.2 gini = 0.1653 samples = 33 value = [30, 3] class = negative 1074->1076 1077 heart_disease ≤ 0.5 gini = 0.0799 samples = 24 value = [23, 1] class = negative 1076->1077 1084 avg_glucose_level ≤ 235.39 gini = 0.3457 samples = 9 value = [7, 2] class = negative 1076->1084 1078 gini = 0.0 samples = 16 value = [16, 0] class = negative 1077->1078 1079 avg_glucose_level ≤ 210.95 gini = 0.2188 samples = 8 value = [7, 1] class = negative 1077->1079 1080 gini = 0.0 samples = 5 value = [5, 0] class = negative 1079->1080 1081 avg_glucose_level ≤ 214.76 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1079->1081 1082 gini = 0.0 samples = 1 value = [0, 1] class = positive 1081->1082 1083 gini = 0.0 samples = 2 value = [2, 0] class = negative 1081->1083 1085 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1084->1085 1088 gini = 0.0 samples = 6 value = [6, 0] class = negative 1084->1088 1086 gini = 0.0 samples = 1 value = [1, 0] class = negative 1085->1086 1087 gini = 0.0 samples = 2 value = [0, 2] class = positive 1085->1087 1090 gini = 0.0 samples = 1 value = [1, 0] class = negative 1089->1090 1091 gini = 0.0 samples = 2 value = [0, 2] class = positive 1089->1091 1093 heart_disease ≤ 0.5 gini = 0.0862 samples = 2969 value = [2835, 134] class = negative 1092->1093 1604 avg_glucose_level ≤ 123.05 gini = 0.1627 samples = 1970 value = [1794, 176] class = negative 1092->1604 1094 avg_glucose_level ≤ 55.025 gini = 0.0692 samples = 2565 value = [2473, 92] class = negative 1093->1094 1481 avg_glucose_level ≤ 192.26 gini = 0.1863 samples = 404 value = [362, 42] class = negative 1093->1481 1095 gini = 0.0 samples = 1 value = [0, 1] class = positive 1094->1095 1096 avg_glucose_level ≤ 177.945 gini = 0.0685 samples = 2564 value = [2473, 91] class = negative 1094->1096 1097 bmi ≤ 34.45 gini = 0.0578 samples = 2048 value = [1987, 61] class = negative 1096->1097 1366 avg_glucose_level ≤ 178.185 gini = 0.1095 samples = 516 value = [486, 30] class = negative 1096->1366 1098 hypertension ≤ 0.5 gini = 0.067 samples = 1701 value = [1642, 59] class = negative 1097->1098 1351 gender ≤ 0.5 gini = 0.0115 samples = 347 value = [345, 2] class = negative 1097->1351 1099 avg_glucose_level ≤ 82.83 gini = 0.0566 samples = 1406 value = [1365, 41] class = negative 1098->1099 1294 ever_married ≤ 0.5 gini = 0.1146 samples = 295 value = [277, 18] class = negative 1098->1294 1100 bmi ≤ 34.35 gini = 0.0835 samples = 550 value = [526, 24] class = negative 1099->1100 1213 avg_glucose_level ≤ 93.355 gini = 0.0389 samples = 856 value = [839, 17] class = negative 1099->1213 1101 avg_glucose_level ≤ 82.805 gini = 0.0804 samples = 548 value = [525, 23] class = negative 1100->1101 1210 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1100->1210 1102 bmi ≤ 23.25 gini = 0.0773 samples = 546 value = [524, 22] class = negative 1101->1102 1207 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1101->1207 1103 gini = 0.0 samples = 73 value = [73, 0] class = negative 1102->1103 1104 bmi ≤ 23.35 gini = 0.0887 samples = 473 value = [451, 22] class = negative 1102->1104 1105 age ≤ 75.5 gini = 0.4082 samples = 7 value = [5, 2] class = negative 1104->1105 1110 avg_glucose_level ≤ 82.585 gini = 0.0822 samples = 466 value = [446, 20] class = negative 1104->1110 1106 avg_glucose_level ≤ 80.945 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1105->1106 1109 gini = 0.0 samples = 1 value = [0, 1] class = positive 1105->1109 1107 gini = 0.0 samples = 5 value = [5, 0] class = negative 1106->1107 1108 gini = 0.0 samples = 1 value = [0, 1] class = positive 1106->1108 1111 bmi ≤ 24.35 gini = 0.0792 samples = 460 value = [441, 19] class = negative 1110->1111 1204 ever_married ≤ 0.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1110->1204 1112 gini = 0.0 samples = 34 value = [34, 0] class = negative 1111->1112 1113 bmi ≤ 24.45 gini = 0.0852 samples = 426 value = [407, 19] class = negative 1111->1113 1114 age ≤ 69.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1113->1114 1117 bmi ≤ 31.55 gini = 0.0815 samples = 423 value = [405, 18] class = negative 1113->1117 1115 gini = 0.0 samples = 2 value = [2, 0] class = negative 1114->1115 1116 gini = 0.0 samples = 1 value = [0, 1] class = positive 1114->1116 1118 bmi ≤ 31.45 gini = 0.0933 samples = 326 value = [310, 16] class = negative 1117->1118 1193 avg_glucose_level ≤ 59.71 gini = 0.0404 samples = 97 value = [95, 2] class = negative 1117->1193 1119 age ≤ 76.5 gini = 0.0837 samples = 320 value = [306, 14] class = negative 1118->1119 1186 age ≤ 71.5 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1118->1186 1120 Residence_type ≤ 0.5 gini = 0.0761 samples = 303 value = [291, 12] class = negative 1119->1120 1179 bmi ≤ 29.45 gini = 0.2076 samples = 17 value = [15, 2] class = negative 1119->1179 1121 bmi ≤ 31.25 gini = 0.0389 samples = 151 value = [148, 3] class = negative 1120->1121 1138 bmi ≤ 29.15 gini = 0.1114 samples = 152 value = [143, 9] class = negative 1120->1138 1122 smoking_status ≤ 0.5 gini = 0.027 samples = 146 value = [144, 2] class = negative 1121->1122 1135 avg_glucose_level ≤ 63.175 gini = 0.32 samples = 5 value = [4, 1] class = negative 1121->1135 1123 gini = 0.0 samples = 83 value = [83, 0] class = negative 1122->1123 1124 age ≤ 67.5 gini = 0.0615 samples = 63 value = [61, 2] class = negative 1122->1124 1125 bmi ≤ 26.7 gini = 0.32 samples = 5 value = [4, 1] class = negative 1124->1125 1128 age ≤ 74.5 gini = 0.0339 samples = 58 value = [57, 1] class = negative 1124->1128 1126 gini = 0.0 samples = 1 value = [0, 1] class = positive 1125->1126 1127 gini = 0.0 samples = 4 value = [4, 0] class = negative 1125->1127 1129 gini = 0.0 samples = 48 value = [48, 0] class = negative 1128->1129 1130 bmi ≤ 29.1 gini = 0.18 samples = 10 value = [9, 1] class = negative 1128->1130 1131 gini = 0.0 samples = 7 value = [7, 0] class = negative 1130->1131 1132 age ≤ 75.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1130->1132 1133 gini = 0.0 samples = 1 value = [0, 1] class = positive 1132->1133 1134 gini = 0.0 samples = 2 value = [2, 0] class = negative 1132->1134 1136 gini = 0.0 samples = 1 value = [0, 1] class = positive 1135->1136 1137 gini = 0.0 samples = 4 value = [4, 0] class = negative 1135->1137 1139 bmi ≤ 28.9 gini = 0.142 samples = 104 value = [96, 8] class = negative 1138->1139 1172 age ≤ 73.5 gini = 0.0408 samples = 48 value = [47, 1] class = negative 1138->1172 1140 avg_glucose_level ≤ 81.94 gini = 0.1139 samples = 99 value = [93, 6] class = negative 1139->1140 1167 age ≤ 70.0 gini = 0.48 samples = 5 value = [3, 2] class = negative 1139->1167 1141 avg_glucose_level ≤ 77.84 gini = 0.1007 samples = 94 value = [89, 5] class = negative 1140->1141 1164 bmi ≤ 26.55 gini = 0.32 samples = 5 value = [4, 1] class = negative 1140->1164 1142 avg_glucose_level ≤ 77.685 gini = 0.1362 samples = 68 value = [63, 5] class = negative 1141->1142 1163 gini = 0.0 samples = 26 value = [26, 0] class = negative 1141->1163 1143 avg_glucose_level ≤ 77.045 gini = 0.1123 samples = 67 value = [63, 4] class = negative 1142->1143 1162 gini = 0.0 samples = 1 value = [0, 1] class = positive 1142->1162 1144 age ≤ 74.5 gini = 0.0907 samples = 63 value = [60, 3] class = negative 1143->1144 1159 smoking_status ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 1143->1159 1145 bmi ≤ 27.65 gini = 0.04 samples = 49 value = [48, 1] class = negative 1144->1145 1152 bmi ≤ 27.0 gini = 0.2449 samples = 14 value = [12, 2] class = negative 1144->1152 1146 gini = 0.0 samples = 35 value = [35, 0] class = negative 1145->1146 1147 bmi ≤ 27.85 gini = 0.1327 samples = 14 value = [13, 1] class = negative 1145->1147 1148 avg_glucose_level ≤ 69.12 gini = 0.5 samples = 2 value = [1, 1] class = negative 1147->1148 1151 gini = 0.0 samples = 12 value = [12, 0] class = negative 1147->1151 1149 gini = 0.0 samples = 1 value = [0, 1] class = positive 1148->1149 1150 gini = 0.0 samples = 1 value = [1, 0] class = negative 1148->1150 1153 bmi ≤ 25.75 gini = 0.4082 samples = 7 value = [5, 2] class = negative 1152->1153 1158 gini = 0.0 samples = 7 value = [7, 0] class = negative 1152->1158 1154 gini = 0.0 samples = 4 value = [4, 0] class = negative 1153->1154 1155 avg_glucose_level ≤ 73.925 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1153->1155 1156 gini = 0.0 samples = 2 value = [0, 2] class = positive 1155->1156 1157 gini = 0.0 samples = 1 value = [1, 0] class = negative 1155->1157 1160 gini = 0.0 samples = 3 value = [3, 0] class = negative 1159->1160 1161 gini = 0.0 samples = 1 value = [0, 1] class = positive 1159->1161 1165 gini = 0.0 samples = 4 value = [4, 0] class = negative 1164->1165 1166 gini = 0.0 samples = 1 value = [0, 1] class = positive 1164->1166 1168 gini = 0.0 samples = 2 value = [2, 0] class = negative 1167->1168 1169 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1167->1169 1170 gini = 0.0 samples = 1 value = [1, 0] class = negative 1169->1170 1171 gini = 0.0 samples = 2 value = [0, 2] class = positive 1169->1171 1173 gini = 0.0 samples = 41 value = [41, 0] class = negative 1172->1173 1174 age ≤ 74.5 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1172->1174 1175 avg_glucose_level ≤ 75.19 gini = 0.5 samples = 2 value = [1, 1] class = negative 1174->1175 1178 gini = 0.0 samples = 5 value = [5, 0] class = negative 1174->1178 1176 gini = 0.0 samples = 1 value = [0, 1] class = positive 1175->1176 1177 gini = 0.0 samples = 1 value = [1, 0] class = negative 1175->1177 1180 avg_glucose_level ≤ 60.335 gini = 0.1172 samples = 16 value = [15, 1] class = negative 1179->1180 1185 gini = 0.0 samples = 1 value = [0, 1] class = positive 1179->1185 1181 avg_glucose_level ≤ 57.325 gini = 0.5 samples = 2 value = [1, 1] class = negative 1180->1181 1184 gini = 0.0 samples = 14 value = [14, 0] class = negative 1180->1184 1182 gini = 0.0 samples = 1 value = [1, 0] class = negative 1181->1182 1183 gini = 0.0 samples = 1 value = [0, 1] class = positive 1181->1183 1187 avg_glucose_level ≤ 68.985 gini = 0.32 samples = 5 value = [4, 1] class = negative 1186->1187 1192 gini = 0.0 samples = 1 value = [0, 1] class = positive 1186->1192 1188 gini = 0.0 samples = 2 value = [2, 0] class = negative 1187->1188 1189 age ≤ 69.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1187->1189 1190 gini = 0.0 samples = 2 value = [2, 0] class = negative 1189->1190 1191 gini = 0.0 samples = 1 value = [0, 1] class = positive 1189->1191 1194 avg_glucose_level ≤ 59.145 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1193->1194 1197 bmi ≤ 33.25 gini = 0.0225 samples = 88 value = [87, 1] class = negative 1193->1197 1195 gini = 0.0 samples = 8 value = [8, 0] class = negative 1194->1195 1196 gini = 0.0 samples = 1 value = [0, 1] class = positive 1194->1196 1198 gini = 0.0 samples = 58 value = [58, 0] class = negative 1197->1198 1199 bmi ≤ 33.35 gini = 0.0644 samples = 30 value = [29, 1] class = negative 1197->1199 1200 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1199->1200 1203 gini = 0.0 samples = 27 value = [27, 0] class = negative 1199->1203 1201 gini = 0.0 samples = 2 value = [2, 0] class = negative 1200->1201 1202 gini = 0.0 samples = 1 value = [0, 1] class = positive 1200->1202 1205 gini = 0.0 samples = 1 value = [0, 1] class = positive 1204->1205 1206 gini = 0.0 samples = 5 value = [5, 0] class = negative 1204->1206 1208 gini = 0.0 samples = 1 value = [0, 1] class = positive 1207->1208 1209 gini = 0.0 samples = 1 value = [1, 0] class = negative 1207->1209 1211 gini = 0.0 samples = 1 value = [1, 0] class = negative 1210->1211 1212 gini = 0.0 samples = 1 value = [0, 1] class = positive 1210->1212 1214 age ≤ 75.5 gini = 0.0066 samples = 300 value = [299, 1] class = negative 1213->1214 1223 avg_glucose_level ≤ 93.43 gini = 0.0559 samples = 556 value = [540, 16] class = negative 1213->1223 1215 gini = 0.0 samples = 263 value = [263, 0] class = negative 1214->1215 1216 smoking_status ≤ 0.5 gini = 0.0526 samples = 37 value = [36, 1] class = negative 1214->1216 1217 gini = 0.0 samples = 28 value = [28, 0] class = negative 1216->1217 1218 avg_glucose_level ≤ 89.57 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1216->1218 1219 gini = 0.0 samples = 6 value = [6, 0] class = negative 1218->1219 1220 age ≤ 76.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1218->1220 1221 gini = 0.0 samples = 1 value = [0, 1] class = positive 1220->1221 1222 gini = 0.0 samples = 2 value = [2, 0] class = negative 1220->1222 1224 gini = 0.0 samples = 1 value = [0, 1] class = positive 1223->1224 1225 avg_glucose_level ≤ 94.42 gini = 0.0526 samples = 555 value = [540, 15] class = negative 1223->1225 1226 age ≤ 69.5 gini = 0.2112 samples = 25 value = [22, 3] class = negative 1225->1226 1231 gender ≤ 0.5 gini = 0.0443 samples = 530 value = [518, 12] class = negative 1225->1231 1227 avg_glucose_level ≤ 93.79 gini = 0.4688 samples = 8 value = [5, 3] class = negative 1226->1227 1230 gini = 0.0 samples = 17 value = [17, 0] class = negative 1226->1230 1228 gini = 0.0 samples = 5 value = [5, 0] class = negative 1227->1228 1229 gini = 0.0 samples = 3 value = [0, 3] class = positive 1227->1229 1232 avg_glucose_level ≤ 131.395 gini = 0.0245 samples = 322 value = [318, 4] class = negative 1231->1232 1255 bmi ≤ 20.45 gini = 0.074 samples = 208 value = [200, 8] class = negative 1231->1255 1233 age ≤ 71.5 gini = 0.0143 samples = 278 value = [276, 2] class = negative 1232->1233 1248 avg_glucose_level ≤ 131.645 gini = 0.0868 samples = 44 value = [42, 2] class = negative 1232->1248 1234 gini = 0.0 samples = 143 value = [143, 0] class = negative 1233->1234 1235 age ≤ 74.5 gini = 0.0292 samples = 135 value = [133, 2] class = negative 1233->1235 1236 avg_glucose_level ≤ 98.105 gini = 0.0634 samples = 61 value = [59, 2] class = negative 1235->1236 1247 gini = 0.0 samples = 74 value = [74, 0] class = negative 1235->1247 1237 avg_glucose_level ≤ 97.365 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1236->1237 1240 age ≤ 73.5 gini = 0.0357 samples = 55 value = [54, 1] class = negative 1236->1240 1238 gini = 0.0 samples = 5 value = [5, 0] class = negative 1237->1238 1239 gini = 0.0 samples = 1 value = [0, 1] class = positive 1237->1239 1241 gini = 0.0 samples = 40 value = [40, 0] class = negative 1240->1241 1242 bmi ≤ 23.75 gini = 0.1244 samples = 15 value = [14, 1] class = negative 1240->1242 1243 bmi ≤ 23.6 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1242->1243 1246 gini = 0.0 samples = 9 value = [9, 0] class = negative 1242->1246 1244 gini = 0.0 samples = 5 value = [5, 0] class = negative 1243->1244 1245 gini = 0.0 samples = 1 value = [0, 1] class = positive 1243->1245 1249 gini = 0.0 samples = 1 value = [0, 1] class = positive 1248->1249 1250 bmi ≤ 21.3 gini = 0.0454 samples = 43 value = [42, 1] class = negative 1248->1250 1251 bmi ≤ 20.4 gini = 0.5 samples = 2 value = [1, 1] class = negative 1250->1251 1254 gini = 0.0 samples = 41 value = [41, 0] class = negative 1250->1254 1252 gini = 0.0 samples = 1 value = [1, 0] class = negative 1251->1252 1253 gini = 0.0 samples = 1 value = [0, 1] class = positive 1251->1253 1256 avg_glucose_level ≤ 106.135 gini = 0.375 samples = 4 value = [3, 1] class = negative 1255->1256 1259 avg_glucose_level ≤ 98.655 gini = 0.0663 samples = 204 value = [197, 7] class = negative 1255->1259 1257 gini = 0.0 samples = 1 value = [0, 1] class = positive 1256->1257 1258 gini = 0.0 samples = 3 value = [3, 0] class = negative 1256->1258 1260 avg_glucose_level ≤ 98.535 gini = 0.1567 samples = 35 value = [32, 3] class = negative 1259->1260 1271 smoking_status ≤ 0.5 gini = 0.0462 samples = 169 value = [165, 4] class = negative 1259->1271 1261 avg_glucose_level ≤ 97.29 gini = 0.1107 samples = 34 value = [32, 2] class = negative 1260->1261 1270 gini = 0.0 samples = 1 value = [0, 1] class = positive 1260->1270 1262 gini = 0.0 samples = 20 value = [20, 0] class = negative 1261->1262 1263 avg_glucose_level ≤ 97.44 gini = 0.2449 samples = 14 value = [12, 2] class = negative 1261->1263 1264 gini = 0.0 samples = 1 value = [0, 1] class = positive 1263->1264 1265 bmi ≤ 30.9 gini = 0.142 samples = 13 value = [12, 1] class = negative 1263->1265 1266 gini = 0.0 samples = 10 value = [10, 0] class = negative 1265->1266 1267 bmi ≤ 32.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1265->1267 1268 gini = 0.0 samples = 1 value = [0, 1] class = positive 1267->1268 1269 gini = 0.0 samples = 2 value = [2, 0] class = negative 1267->1269 1272 gini = 0.0 samples = 76 value = [76, 0] class = negative 1271->1272 1273 bmi ≤ 27.25 gini = 0.0823 samples = 93 value = [89, 4] class = negative 1271->1273 1274 bmi ≤ 27.1 gini = 0.1653 samples = 33 value = [30, 3] class = negative 1273->1274 1289 avg_glucose_level ≤ 158.89 gini = 0.0328 samples = 60 value = [59, 1] class = negative 1273->1289 1275 age ≤ 67.5 gini = 0.1172 samples = 32 value = [30, 2] class = negative 1274->1275 1288 gini = 0.0 samples = 1 value = [0, 1] class = positive 1274->1288 1276 avg_glucose_level ≤ 114.105 gini = 0.375 samples = 4 value = [3, 1] class = negative 1275->1276 1281 bmi ≤ 26.15 gini = 0.0689 samples = 28 value = [27, 1] class = negative 1275->1281 1277 gini = 0.0 samples = 2 value = [2, 0] class = negative 1276->1277 1278 avg_glucose_level ≤ 116.27 gini = 0.5 samples = 2 value = [1, 1] class = negative 1276->1278 1279 gini = 0.0 samples = 1 value = [0, 1] class = positive 1278->1279 1280 gini = 0.0 samples = 1 value = [1, 0] class = negative 1278->1280 1282 gini = 0.0 samples = 20 value = [20, 0] class = negative 1281->1282 1283 bmi ≤ 26.35 gini = 0.2188 samples = 8 value = [7, 1] class = negative 1281->1283 1284 avg_glucose_level ≤ 128.46 gini = 0.5 samples = 2 value = [1, 1] class = negative 1283->1284 1287 gini = 0.0 samples = 6 value = [6, 0] class = negative 1283->1287 1285 gini = 0.0 samples = 1 value = [0, 1] class = positive 1284->1285 1286 gini = 0.0 samples = 1 value = [1, 0] class = negative 1284->1286 1290 gini = 0.0 samples = 56 value = [56, 0] class = negative 1289->1290 1291 avg_glucose_level ≤ 162.36 gini = 0.375 samples = 4 value = [3, 1] class = negative 1289->1291 1292 gini = 0.0 samples = 1 value = [0, 1] class = positive 1291->1292 1293 gini = 0.0 samples = 3 value = [3, 0] class = negative 1291->1293 1295 bmi ≤ 29.55 gini = 0.426 samples = 13 value = [9, 4] class = negative 1294->1295 1304 bmi ≤ 34.1 gini = 0.0944 samples = 282 value = [268, 14] class = negative 1294->1304 1296 bmi ≤ 22.75 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1295->1296 1301 age ≤ 75.0 gini = 0.375 samples = 4 value = [1, 3] class = positive 1295->1301 1297 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1296->1297 1300 gini = 0.0 samples = 7 value = [7, 0] class = negative 1296->1300 1298 gini = 0.0 samples = 1 value = [1, 0] class = negative 1297->1298 1299 gini = 0.0 samples = 1 value = [0, 1] class = positive 1297->1299 1302 gini = 0.0 samples = 3 value = [0, 3] class = positive 1301->1302 1303 gini = 0.0 samples = 1 value = [1, 0] class = negative 1301->1303 1305 bmi ≤ 26.25 gini = 0.0832 samples = 276 value = [264, 12] class = negative 1304->1305 1346 bmi ≤ 34.25 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1304->1346 1306 bmi ≤ 26.15 gini = 0.2064 samples = 77 value = [68, 9] class = negative 1305->1306 1331 age ≤ 68.5 gini = 0.0297 samples = 199 value = [196, 3] class = negative 1305->1331 1307 avg_glucose_level ≤ 75.17 gini = 0.1884 samples = 76 value = [68, 8] class = negative 1306->1307 1330 gini = 0.0 samples = 1 value = [0, 1] class = positive 1306->1330 1308 age ≤ 67.5 gini = 0.3911 samples = 15 value = [11, 4] class = negative 1307->1308 1317 bmi ≤ 24.9 gini = 0.1225 samples = 61 value = [57, 4] class = negative 1307->1317 1309 gini = 0.0 samples = 1 value = [0, 1] class = positive 1308->1309 1310 avg_glucose_level ≤ 68.5 gini = 0.3367 samples = 14 value = [11, 3] class = negative 1308->1310 1311 gini = 0.0 samples = 8 value = [8, 0] class = negative 1310->1311 1312 age ≤ 71.5 gini = 0.5 samples = 6 value = [3, 3] class = negative 1310->1312 1313 gini = 0.0 samples = 2 value = [2, 0] class = negative 1312->1313 1314 bmi ≤ 24.65 gini = 0.375 samples = 4 value = [1, 3] class = positive 1312->1314 1315 gini = 0.0 samples = 3 value = [0, 3] class = positive 1314->1315 1316 gini = 0.0 samples = 1 value = [1, 0] class = negative 1314->1316 1318 gini = 0.0 samples = 38 value = [38, 0] class = negative 1317->1318 1319 bmi ≤ 25.05 gini = 0.2873 samples = 23 value = [19, 4] class = negative 1317->1319 1320 gini = 0.0 samples = 1 value = [0, 1] class = positive 1319->1320 1321 avg_glucose_level ≤ 126.705 gini = 0.2355 samples = 22 value = [19, 3] class = negative 1319->1321 1322 smoking_status ≤ 0.5 gini = 0.1723 samples = 21 value = [19, 2] class = negative 1321->1322 1329 gini = 0.0 samples = 1 value = [0, 1] class = positive 1321->1329 1323 gender ≤ 0.5 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1322->1323 1328 gini = 0.0 samples = 15 value = [15, 0] class = negative 1322->1328 1324 bmi ≤ 25.45 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1323->1324 1327 gini = 0.0 samples = 3 value = [3, 0] class = negative 1323->1327 1325 gini = 0.0 samples = 2 value = [0, 2] class = positive 1324->1325 1326 gini = 0.0 samples = 1 value = [1, 0] class = negative 1324->1326 1332 bmi ≤ 28.4 gini = 0.0928 samples = 41 value = [39, 2] class = negative 1331->1332 1339 bmi ≤ 31.35 gini = 0.0126 samples = 158 value = [157, 1] class = negative 1331->1339 1333 bmi ≤ 27.65 gini = 0.3457 samples = 9 value = [7, 2] class = negative 1332->1333 1338 gini = 0.0 samples = 32 value = [32, 0] class = negative 1332->1338 1334 gini = 0.0 samples = 6 value = [6, 0] class = negative 1333->1334 1335 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1333->1335 1336 gini = 0.0 samples = 1 value = [1, 0] class = negative 1335->1336 1337 gini = 0.0 samples = 2 value = [0, 2] class = positive 1335->1337 1340 gini = 0.0 samples = 117 value = [117, 0] class = negative 1339->1340 1341 bmi ≤ 31.55 gini = 0.0476 samples = 41 value = [40, 1] class = negative 1339->1341 1342 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1341->1342 1345 gini = 0.0 samples = 39 value = [39, 0] class = negative 1341->1345 1343 gini = 0.0 samples = 1 value = [1, 0] class = negative 1342->1343 1344 gini = 0.0 samples = 1 value = [0, 1] class = positive 1342->1344 1347 gini = 0.0 samples = 1 value = [0, 1] class = positive 1346->1347 1348 smoking_status ≤ 0.5 gini = 0.32 samples = 5 value = [4, 1] class = negative 1346->1348 1349 gini = 0.0 samples = 1 value = [0, 1] class = positive 1348->1349 1350 gini = 0.0 samples = 4 value = [4, 0] class = negative 1348->1350 1352 gini = 0.0 samples = 235 value = [235, 0] class = negative 1351->1352 1353 bmi ≤ 36.45 gini = 0.0351 samples = 112 value = [110, 2] class = negative 1351->1353 1354 bmi ≤ 36.35 gini = 0.0689 samples = 56 value = [54, 2] class = negative 1353->1354 1365 gini = 0.0 samples = 56 value = [56, 0] class = negative 1353->1365 1355 age ≤ 73.5 gini = 0.0364 samples = 54 value = [53, 1] class = negative 1354->1355 1362 age ≤ 73.0 gini = 0.5 samples = 2 value = [1, 1] class = negative 1354->1362 1356 gini = 0.0 samples = 38 value = [38, 0] class = negative 1355->1356 1357 age ≤ 74.5 gini = 0.1172 samples = 16 value = [15, 1] class = negative 1355->1357 1358 avg_glucose_level ≤ 82.985 gini = 0.32 samples = 5 value = [4, 1] class = negative 1357->1358 1361 gini = 0.0 samples = 11 value = [11, 0] class = negative 1357->1361 1359 gini = 0.0 samples = 4 value = [4, 0] class = negative 1358->1359 1360 gini = 0.0 samples = 1 value = [0, 1] class = positive 1358->1360 1363 gini = 0.0 samples = 1 value = [0, 1] class = positive 1362->1363 1364 gini = 0.0 samples = 1 value = [1, 0] class = negative 1362->1364 1367 gini = 0.0 samples = 1 value = [0, 1] class = positive 1366->1367 1368 bmi ≤ 20.55 gini = 0.1063 samples = 515 value = [486, 29] class = negative 1366->1368 1369 bmi ≤ 20.05 gini = 0.5 samples = 2 value = [1, 1] class = negative 1368->1369 1372 avg_glucose_level ≤ 199.93 gini = 0.1032 samples = 513 value = [485, 28] class = negative 1368->1372 1370 gini = 0.0 samples = 1 value = [1, 0] class = negative 1369->1370 1371 gini = 0.0 samples = 1 value = [0, 1] class = positive 1369->1371 1373 avg_glucose_level ≤ 199.685 gini = 0.1583 samples = 150 value = [137, 13] class = negative 1372->1373 1420 bmi ≤ 47.2 gini = 0.0792 samples = 363 value = [348, 15] class = negative 1372->1420 1374 Residence_type ≤ 0.5 gini = 0.1385 samples = 147 value = [136, 11] class = negative 1373->1374 1417 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1373->1417 1375 avg_glucose_level ≤ 184.8 gini = 0.2019 samples = 79 value = [70, 9] class = negative 1374->1375 1408 avg_glucose_level ≤ 194.975 gini = 0.0571 samples = 68 value = [66, 2] class = negative 1374->1408 1376 hypertension ≤ 0.5 gini = 0.3967 samples = 11 value = [8, 3] class = negative 1375->1376 1381 age ≤ 75.5 gini = 0.1609 samples = 68 value = [62, 6] class = negative 1375->1381 1377 avg_glucose_level ≤ 183.92 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1376->1377 1380 gini = 0.0 samples = 2 value = [0, 2] class = positive 1376->1380 1378 gini = 0.0 samples = 8 value = [8, 0] class = negative 1377->1378 1379 gini = 0.0 samples = 1 value = [0, 1] class = positive 1377->1379 1382 avg_glucose_level ≤ 199.11 gini = 0.1207 samples = 62 value = [58, 4] class = negative 1381->1382 1401 avg_glucose_level ≤ 195.55 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1381->1401 1383 bmi ≤ 22.45 gini = 0.095 samples = 60 value = [57, 3] class = negative 1382->1383 1398 age ≤ 74.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1382->1398 1384 bmi ≤ 21.9 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1383->1384 1387 bmi ≤ 36.45 gini = 0.0677 samples = 57 value = [55, 2] class = negative 1383->1387 1385 gini = 0.0 samples = 2 value = [2, 0] class = negative 1384->1385 1386 gini = 0.0 samples = 1 value = [0, 1] class = positive 1384->1386 1388 gini = 0.0 samples = 38 value = [38, 0] class = negative 1387->1388 1389 bmi ≤ 36.55 gini = 0.1884 samples = 19 value = [17, 2] class = negative 1387->1389 1390 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1389->1390 1393 age ≤ 68.5 gini = 0.1107 samples = 17 value = [16, 1] class = negative 1389->1393 1391 gini = 0.0 samples = 1 value = [0, 1] class = positive 1390->1391 1392 gini = 0.0 samples = 1 value = [1, 0] class = negative 1390->1392 1394 bmi ≤ 40.95 gini = 0.375 samples = 4 value = [3, 1] class = negative 1393->1394 1397 gini = 0.0 samples = 13 value = [13, 0] class = negative 1393->1397 1395 gini = 0.0 samples = 3 value = [3, 0] class = negative 1394->1395 1396 gini = 0.0 samples = 1 value = [0, 1] class = positive 1394->1396 1399 gini = 0.0 samples = 1 value = [1, 0] class = negative 1398->1399 1400 gini = 0.0 samples = 1 value = [0, 1] class = positive 1398->1400 1402 bmi ≤ 28.05 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1401->1402 1407 gini = 0.0 samples = 3 value = [3, 0] class = negative 1401->1407 1403 gini = 0.0 samples = 1 value = [0, 1] class = positive 1402->1403 1404 bmi ≤ 30.25 gini = 0.5 samples = 2 value = [1, 1] class = negative 1402->1404 1405 gini = 0.0 samples = 1 value = [1, 0] class = negative 1404->1405 1406 gini = 0.0 samples = 1 value = [0, 1] class = positive 1404->1406 1409 gini = 0.0 samples = 42 value = [42, 0] class = negative 1408->1409 1410 avg_glucose_level ≤ 195.24 gini = 0.142 samples = 26 value = [24, 2] class = negative 1408->1410 1411 gini = 0.0 samples = 1 value = [0, 1] class = positive 1410->1411 1412 avg_glucose_level ≤ 195.88 gini = 0.0768 samples = 25 value = [24, 1] class = negative 1410->1412 1413 avg_glucose_level ≤ 195.67 gini = 0.32 samples = 5 value = [4, 1] class = negative 1412->1413 1416 gini = 0.0 samples = 20 value = [20, 0] class = negative 1412->1416 1414 gini = 0.0 samples = 4 value = [4, 0] class = negative 1413->1414 1415 gini = 0.0 samples = 1 value = [0, 1] class = positive 1413->1415 1418 gini = 0.0 samples = 1 value = [1, 0] class = negative 1417->1418 1419 gini = 0.0 samples = 2 value = [0, 2] class = positive 1417->1419 1421 avg_glucose_level ≤ 211.03 gini = 0.0709 samples = 353 value = [340, 13] class = negative 1420->1421 1476 bmi ≤ 47.7 gini = 0.32 samples = 10 value = [8, 2] class = negative 1420->1476 1422 gini = 0.0 samples = 94 value = [94, 0] class = negative 1421->1422 1423 avg_glucose_level ≤ 211.38 gini = 0.0953 samples = 259 value = [246, 13] class = negative 1421->1423 1424 gini = 0.0 samples = 1 value = [0, 1] class = positive 1423->1424 1425 avg_glucose_level ≤ 213.845 gini = 0.0887 samples = 258 value = [246, 12] class = negative 1423->1425 1426 bmi ≤ 38.15 gini = 0.2112 samples = 25 value = [22, 3] class = negative 1425->1426 1435 bmi ≤ 25.9 gini = 0.0743 samples = 233 value = [224, 9] class = negative 1425->1435 1427 avg_glucose_level ≤ 213.745 gini = 0.1528 samples = 24 value = [22, 2] class = negative 1426->1427 1434 gini = 0.0 samples = 1 value = [0, 1] class = positive 1426->1434 1428 avg_glucose_level ≤ 213.335 gini = 0.0832 samples = 23 value = [22, 1] class = negative 1427->1428 1433 gini = 0.0 samples = 1 value = [0, 1] class = positive 1427->1433 1429 gini = 0.0 samples = 20 value = [20, 0] class = negative 1428->1429 1430 age ≤ 74.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1428->1430 1431 gini = 0.0 samples = 2 value = [2, 0] class = negative 1430->1431 1432 gini = 0.0 samples = 1 value = [0, 1] class = positive 1430->1432 1436 bmi ≤ 25.75 gini = 0.1855 samples = 29 value = [26, 3] class = negative 1435->1436 1449 avg_glucose_level ≤ 248.44 gini = 0.0571 samples = 204 value = [198, 6] class = negative 1435->1449 1437 avg_glucose_level ≤ 235.615 gini = 0.142 samples = 26 value = [24, 2] class = negative 1436->1437 1446 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1436->1446 1438 gini = 0.0 samples = 17 value = [17, 0] class = negative 1437->1438 1439 avg_glucose_level ≤ 238.88 gini = 0.3457 samples = 9 value = [7, 2] class = negative 1437->1439 1440 gini = 0.0 samples = 1 value = [0, 1] class = positive 1439->1440 1441 age ≤ 68.5 gini = 0.2188 samples = 8 value = [7, 1] class = negative 1439->1441 1442 avg_glucose_level ≤ 242.6 gini = 0.5 samples = 2 value = [1, 1] class = negative 1441->1442 1445 gini = 0.0 samples = 6 value = [6, 0] class = negative 1441->1445 1443 gini = 0.0 samples = 1 value = [1, 0] class = negative 1442->1443 1444 gini = 0.0 samples = 1 value = [0, 1] class = positive 1442->1444 1447 gini = 0.0 samples = 2 value = [2, 0] class = negative 1446->1447 1448 gini = 0.0 samples = 1 value = [0, 1] class = positive 1446->1448 1450 avg_glucose_level ≤ 224.895 gini = 0.0421 samples = 186 value = [182, 4] class = negative 1449->1450 1469 avg_glucose_level ≤ 249.04 gini = 0.1975 samples = 18 value = [16, 2] class = negative 1449->1469 1451 avg_glucose_level ≤ 224.41 gini = 0.0832 samples = 92 value = [88, 4] class = negative 1450->1451 1468 gini = 0.0 samples = 94 value = [94, 0] class = negative 1450->1468 1452 avg_glucose_level ≤ 219.645 gini = 0.0638 samples = 91 value = [88, 3] class = negative 1451->1452 1467 gini = 0.0 samples = 1 value = [0, 1] class = positive 1451->1467 1453 gini = 0.0 samples = 48 value = [48, 0] class = negative 1452->1453 1454 avg_glucose_level ≤ 219.76 gini = 0.1298 samples = 43 value = [40, 3] class = negative 1452->1454 1455 gini = 0.0 samples = 1 value = [0, 1] class = positive 1454->1455 1456 bmi ≤ 30.15 gini = 0.0907 samples = 42 value = [40, 2] class = negative 1454->1456 1457 bmi ≤ 29.9 gini = 0.2188 samples = 16 value = [14, 2] class = negative 1456->1457 1466 gini = 0.0 samples = 26 value = [26, 0] class = negative 1456->1466 1458 gini = 0.0 samples = 11 value = [11, 0] class = negative 1457->1458 1459 age ≤ 71.0 gini = 0.48 samples = 5 value = [3, 2] class = negative 1457->1459 1460 hypertension ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 1459->1460 1465 gini = 0.0 samples = 1 value = [0, 1] class = positive 1459->1465 1461 age ≤ 68.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1460->1461 1464 gini = 0.0 samples = 2 value = [2, 0] class = negative 1460->1464 1462 gini = 0.0 samples = 1 value = [0, 1] class = positive 1461->1462 1463 gini = 0.0 samples = 1 value = [1, 0] class = negative 1461->1463 1470 gini = 0.0 samples = 1 value = [0, 1] class = positive 1469->1470 1471 bmi ≤ 38.6 gini = 0.1107 samples = 17 value = [16, 1] class = negative 1469->1471 1472 gini = 0.0 samples = 13 value = [13, 0] class = negative 1471->1472 1473 bmi ≤ 40.05 gini = 0.375 samples = 4 value = [3, 1] class = negative 1471->1473 1474 gini = 0.0 samples = 1 value = [0, 1] class = positive 1473->1474 1475 gini = 0.0 samples = 3 value = [3, 0] class = negative 1473->1475 1477 gini = 0.0 samples = 1 value = [0, 1] class = positive 1476->1477 1478 age ≤ 75.5 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1476->1478 1479 gini = 0.0 samples = 8 value = [8, 0] class = negative 1478->1479 1480 gini = 0.0 samples = 1 value = [0, 1] class = positive 1478->1480 1482 age ≤ 75.5 gini = 0.134 samples = 277 value = [257, 20] class = negative 1481->1482 1553 avg_glucose_level ≤ 195.24 gini = 0.2864 samples = 127 value = [105, 22] class = negative 1481->1553 1483 age ≤ 73.5 gini = 0.1576 samples = 232 value = [212, 20] class = negative 1482->1483 1552 gini = 0.0 samples = 45 value = [45, 0] class = negative 1482->1552 1484 ever_married ≤ 0.5 gini = 0.1213 samples = 185 value = [173, 12] class = negative 1483->1484 1531 avg_glucose_level ≤ 67.04 gini = 0.2825 samples = 47 value = [39, 8] class = negative 1483->1531 1485 avg_glucose_level ≤ 75.27 gini = 0.3367 samples = 14 value = [11, 3] class = negative 1484->1485 1494 bmi ≤ 27.95 gini = 0.0997 samples = 171 value = [162, 9] class = negative 1484->1494 1486 age ≤ 69.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1485->1486 1489 hypertension ≤ 0.5 gini = 0.1653 samples = 11 value = [10, 1] class = negative 1485->1489 1487 gini = 0.0 samples = 2 value = [0, 2] class = positive 1486->1487 1488 gini = 0.0 samples = 1 value = [1, 0] class = negative 1486->1488 1490 gini = 0.0 samples = 9 value = [9, 0] class = negative 1489->1490 1491 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1489->1491 1492 gini = 0.0 samples = 1 value = [1, 0] class = negative 1491->1492 1493 gini = 0.0 samples = 1 value = [0, 1] class = positive 1491->1493 1495 bmi ≤ 27.7 gini = 0.1631 samples = 67 value = [61, 6] class = negative 1494->1495 1518 avg_glucose_level ≤ 59.65 gini = 0.056 samples = 104 value = [101, 3] class = negative 1494->1518 1496 avg_glucose_level ≤ 89.565 gini = 0.142 samples = 65 value = [60, 5] class = negative 1495->1496 1515 avg_glucose_level ≤ 106.315 gini = 0.5 samples = 2 value = [1, 1] class = negative 1495->1515 1497 avg_glucose_level ≤ 87.565 gini = 0.2311 samples = 30 value = [26, 4] class = negative 1496->1497 1510 avg_glucose_level ≤ 129.495 gini = 0.0555 samples = 35 value = [34, 1] class = negative 1496->1510 1498 avg_glucose_level ≤ 77.4 gini = 0.142 samples = 26 value = [24, 2] class = negative 1497->1498 1507 smoking_status ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 1497->1507 1499 gini = 0.0 samples = 16 value = [16, 0] class = negative 1498->1499 1500 avg_glucose_level ≤ 77.795 gini = 0.32 samples = 10 value = [8, 2] class = negative 1498->1500 1501 gini = 0.0 samples = 1 value = [0, 1] class = positive 1500->1501 1502 gender ≤ 0.5 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1500->1502 1503 bmi ≤ 26.15 gini = 0.5 samples = 2 value = [1, 1] class = negative 1502->1503 1506 gini = 0.0 samples = 7 value = [7, 0] class = negative 1502->1506 1504 gini = 0.0 samples = 1 value = [0, 1] class = positive 1503->1504 1505 gini = 0.0 samples = 1 value = [1, 0] class = negative 1503->1505 1508 gini = 0.0 samples = 2 value = [2, 0] class = negative 1507->1508 1509 gini = 0.0 samples = 2 value = [0, 2] class = positive 1507->1509 1511 gini = 0.0 samples = 28 value = [28, 0] class = negative 1510->1511 1512 avg_glucose_level ≤ 139.61 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1510->1512 1513 gini = 0.0 samples = 1 value = [0, 1] class = positive 1512->1513 1514 gini = 0.0 samples = 6 value = [6, 0] class = negative 1512->1514 1516 gini = 0.0 samples = 1 value = [1, 0] class = negative 1515->1516 1517 gini = 0.0 samples = 1 value = [0, 1] class = positive 1515->1517 1519 avg_glucose_level ≤ 58.87 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1518->1519 1522 age ≤ 71.5 gini = 0.0404 samples = 97 value = [95, 2] class = negative 1518->1522 1520 gini = 0.0 samples = 6 value = [6, 0] class = negative 1519->1520 1521 gini = 0.0 samples = 1 value = [0, 1] class = positive 1519->1521 1523 gini = 0.0 samples = 63 value = [63, 0] class = negative 1522->1523 1524 bmi ≤ 32.95 gini = 0.1107 samples = 34 value = [32, 2] class = negative 1522->1524 1525 gini = 0.0 samples = 24 value = [24, 0] class = negative 1524->1525 1526 bmi ≤ 34.1 gini = 0.32 samples = 10 value = [8, 2] class = negative 1524->1526 1527 avg_glucose_level ≤ 82.03 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1526->1527 1530 gini = 0.0 samples = 7 value = [7, 0] class = negative 1526->1530 1528 gini = 0.0 samples = 1 value = [1, 0] class = negative 1527->1528 1529 gini = 0.0 samples = 2 value = [0, 2] class = positive 1527->1529 1532 avg_glucose_level ≤ 62.405 gini = 0.5 samples = 4 value = [2, 2] class = negative 1531->1532 1535 bmi ≤ 27.8 gini = 0.2401 samples = 43 value = [37, 6] class = negative 1531->1535 1533 gini = 0.0 samples = 2 value = [2, 0] class = negative 1532->1533 1534 gini = 0.0 samples = 2 value = [0, 2] class = positive 1532->1534 1536 bmi ≤ 26.75 gini = 0.3911 samples = 15 value = [11, 4] class = negative 1535->1536 1545 avg_glucose_level ≤ 179.715 gini = 0.1327 samples = 28 value = [26, 2] class = negative 1535->1545 1537 hypertension ≤ 0.5 gini = 0.1528 samples = 12 value = [11, 1] class = negative 1536->1537 1544 gini = 0.0 samples = 3 value = [0, 3] class = positive 1536->1544 1538 gini = 0.0 samples = 9 value = [9, 0] class = negative 1537->1538 1539 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1537->1539 1540 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1539->1540 1543 gini = 0.0 samples = 1 value = [1, 0] class = negative 1539->1543 1541 gini = 0.0 samples = 1 value = [0, 1] class = positive 1540->1541 1542 gini = 0.0 samples = 1 value = [1, 0] class = negative 1540->1542 1546 gini = 0.0 samples = 22 value = [22, 0] class = negative 1545->1546 1547 age ≤ 74.5 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1545->1547 1548 gini = 0.0 samples = 3 value = [3, 0] class = negative 1547->1548 1549 bmi ≤ 30.6 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1547->1549 1550 gini = 0.0 samples = 1 value = [1, 0] class = negative 1549->1550 1551 gini = 0.0 samples = 2 value = [0, 2] class = positive 1549->1551 1554 smoking_status ≤ 0.5 gini = 0.375 samples = 4 value = [1, 3] class = positive 1553->1554 1557 ever_married ≤ 0.5 gini = 0.2612 samples = 123 value = [104, 19] class = negative 1553->1557 1555 gini = 0.0 samples = 1 value = [1, 0] class = negative 1554->1555 1556 gini = 0.0 samples = 3 value = [0, 3] class = positive 1554->1556 1558 avg_glucose_level ≤ 220.16 gini = 0.5 samples = 4 value = [2, 2] class = negative 1557->1558 1561 age ≤ 67.5 gini = 0.2449 samples = 119 value = [102, 17] class = negative 1557->1561 1559 gini = 0.0 samples = 2 value = [0, 2] class = positive 1558->1559 1560 gini = 0.0 samples = 2 value = [2, 0] class = negative 1558->1560 1562 avg_glucose_level ≤ 206.27 gini = 0.4297 samples = 16 value = [11, 5] class = negative 1561->1562 1569 bmi ≤ 40.25 gini = 0.2059 samples = 103 value = [91, 12] class = negative 1561->1569 1563 gini = 0.0 samples = 3 value = [0, 3] class = positive 1562->1563 1564 bmi ≤ 36.45 gini = 0.2604 samples = 13 value = [11, 2] class = negative 1562->1564 1565 gini = 0.0 samples = 10 value = [10, 0] class = negative 1564->1565 1566 avg_glucose_level ≤ 230.94 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1564->1566 1567 gini = 0.0 samples = 2 value = [0, 2] class = positive 1566->1567 1568 gini = 0.0 samples = 1 value = [1, 0] class = negative 1566->1568 1570 bmi ≤ 32.05 gini = 0.1604 samples = 91 value = [83, 8] class = negative 1569->1570 1593 bmi ≤ 44.0 gini = 0.4444 samples = 12 value = [8, 4] class = negative 1569->1593 1571 bmi ≤ 31.35 gini = 0.2486 samples = 55 value = [47, 8] class = negative 1570->1571 1592 gini = 0.0 samples = 36 value = [36, 0] class = negative 1570->1592 1572 avg_glucose_level ≤ 218.45 gini = 0.1738 samples = 52 value = [47, 5] class = negative 1571->1572 1591 gini = 0.0 samples = 3 value = [0, 3] class = positive 1571->1591 1573 bmi ≤ 30.6 gini = 0.0666 samples = 29 value = [28, 1] class = negative 1572->1573 1580 avg_glucose_level ≤ 220.295 gini = 0.2873 samples = 23 value = [19, 4] class = negative 1572->1580 1574 gini = 0.0 samples = 25 value = [25, 0] class = negative 1573->1574 1575 avg_glucose_level ≤ 208.31 gini = 0.375 samples = 4 value = [3, 1] class = negative 1573->1575 1576 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1575->1576 1579 gini = 0.0 samples = 2 value = [2, 0] class = negative 1575->1579 1577 gini = 0.0 samples = 1 value = [0, 1] class = positive 1576->1577 1578 gini = 0.0 samples = 1 value = [1, 0] class = negative 1576->1578 1581 gini = 0.0 samples = 2 value = [0, 2] class = positive 1580->1581 1582 bmi ≤ 22.2 gini = 0.1723 samples = 21 value = [19, 2] class = negative 1580->1582 1583 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1582->1583 1586 avg_glucose_level ≤ 238.33 gini = 0.0997 samples = 19 value = [18, 1] class = negative 1582->1586 1584 gini = 0.0 samples = 1 value = [1, 0] class = negative 1583->1584 1585 gini = 0.0 samples = 1 value = [0, 1] class = positive 1583->1585 1587 gini = 0.0 samples = 14 value = [14, 0] class = negative 1586->1587 1588 bmi ≤ 27.65 gini = 0.32 samples = 5 value = [4, 1] class = negative 1586->1588 1589 gini = 0.0 samples = 1 value = [0, 1] class = positive 1588->1589 1590 gini = 0.0 samples = 4 value = [4, 0] class = negative 1588->1590 1594 gender ≤ 0.5 gini = 0.4898 samples = 7 value = [3, 4] class = positive 1593->1594 1603 gini = 0.0 samples = 5 value = [5, 0] class = negative 1593->1603 1595 age ≤ 71.0 gini = 0.48 samples = 5 value = [3, 2] class = negative 1594->1595 1602 gini = 0.0 samples = 2 value = [0, 2] class = positive 1594->1602 1596 avg_glucose_level ≤ 218.89 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1595->1596 1601 gini = 0.0 samples = 2 value = [2, 0] class = negative 1595->1601 1597 gini = 0.0 samples = 1 value = [0, 1] class = positive 1596->1597 1598 avg_glucose_level ≤ 242.395 gini = 0.5 samples = 2 value = [1, 1] class = negative 1596->1598 1599 gini = 0.0 samples = 1 value = [1, 0] class = negative 1598->1599 1600 gini = 0.0 samples = 1 value = [0, 1] class = positive 1598->1600 1605 avg_glucose_level ≤ 85.255 gini = 0.1427 samples = 1358 value = [1253, 105] class = negative 1604->1605 1954 avg_glucose_level ≤ 123.3 gini = 0.2051 samples = 612 value = [541, 71] class = negative 1604->1954 1606 avg_glucose_level ≤ 85.165 gini = 0.1729 samples = 659 value = [596, 63] class = negative 1605->1606 1807 avg_glucose_level ≤ 96.965 gini = 0.113 samples = 699 value = [657, 42] class = negative 1605->1807 1607 bmi ≤ 44.5 gini = 0.1685 samples = 657 value = [596, 61] class = negative 1606->1607 1806 gini = 0.0 samples = 2 value = [0, 2] class = positive 1606->1806 1608 avg_glucose_level ≤ 56.265 gini = 0.1642 samples = 654 value = [595, 59] class = negative 1607->1608 1803 bmi ≤ 46.6 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1607->1803 1609 avg_glucose_level ≤ 55.575 gini = 0.375 samples = 12 value = [9, 3] class = negative 1608->1609 1618 hypertension ≤ 0.5 gini = 0.1592 samples = 642 value = [586, 56] class = negative 1608->1618 1610 gini = 0.0 samples = 6 value = [6, 0] class = negative 1609->1610 1611 gender ≤ 0.5 gini = 0.5 samples = 6 value = [3, 3] class = negative 1609->1611 1612 gini = 0.0 samples = 2 value = [2, 0] class = negative 1611->1612 1613 avg_glucose_level ≤ 56.145 gini = 0.375 samples = 4 value = [1, 3] class = positive 1611->1613 1614 gini = 0.0 samples = 2 value = [0, 2] class = positive 1613->1614 1615 age ≤ 80.0 gini = 0.5 samples = 2 value = [1, 1] class = negative 1613->1615 1616 gini = 0.0 samples = 1 value = [1, 0] class = negative 1615->1616 1617 gini = 0.0 samples = 1 value = [0, 1] class = positive 1615->1617 1619 bmi ≤ 18.05 gini = 0.1404 samples = 500 value = [462, 38] class = negative 1618->1619 1754 avg_glucose_level ≤ 84.48 gini = 0.2214 samples = 142 value = [124, 18] class = negative 1618->1754 1620 bmi ≤ 17.95 gini = 0.3967 samples = 11 value = [8, 3] class = negative 1619->1620 1629 avg_glucose_level ≤ 81.685 gini = 0.1329 samples = 489 value = [454, 35] class = negative 1619->1629 1621 Residence_type ≤ 0.5 gini = 0.32 samples = 10 value = [8, 2] class = negative 1620->1621 1628 gini = 0.0 samples = 1 value = [0, 1] class = positive 1620->1628 1622 smoking_status ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 1621->1622 1627 gini = 0.0 samples = 6 value = [6, 0] class = negative 1621->1627 1623 bmi ≤ 17.2 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1622->1623 1626 gini = 0.0 samples = 1 value = [0, 1] class = positive 1622->1626 1624 gini = 0.0 samples = 1 value = [0, 1] class = positive 1623->1624 1625 gini = 0.0 samples = 2 value = [2, 0] class = negative 1623->1625 1630 avg_glucose_level ≤ 81.34 gini = 0.149 samples = 407 value = [374, 33] class = negative 1629->1630 1743 gender ≤ 0.5 gini = 0.0476 samples = 82 value = [80, 2] class = negative 1629->1743 1631 age ≤ 81.5 gini = 0.1394 samples = 398 value = [368, 30] class = negative 1630->1631 1736 age ≤ 80.5 gini = 0.4444 samples = 9 value = [6, 3] class = negative 1630->1736 1632 avg_glucose_level ≤ 64.18 gini = 0.1548 samples = 343 value = [314, 29] class = negative 1631->1632 1731 avg_glucose_level ≤ 59.74 gini = 0.0357 samples = 55 value = [54, 1] class = negative 1631->1731 1633 heart_disease ≤ 0.5 gini = 0.0843 samples = 68 value = [65, 3] class = negative 1632->1633 1648 avg_glucose_level ≤ 64.235 gini = 0.1712 samples = 275 value = [249, 26] class = negative 1632->1648 1634 age ≤ 78.5 gini = 0.0339 samples = 58 value = [57, 1] class = negative 1633->1634 1641 bmi ≤ 21.45 gini = 0.32 samples = 10 value = [8, 2] class = negative 1633->1641 1635 bmi ≤ 24.25 gini = 0.1172 samples = 16 value = [15, 1] class = negative 1634->1635 1640 gini = 0.0 samples = 42 value = [42, 0] class = negative 1634->1640 1636 bmi ≤ 22.3 gini = 0.5 samples = 2 value = [1, 1] class = negative 1635->1636 1639 gini = 0.0 samples = 14 value = [14, 0] class = negative 1635->1639 1637 gini = 0.0 samples = 1 value = [1, 0] class = negative 1636->1637 1638 gini = 0.0 samples = 1 value = [0, 1] class = positive 1636->1638 1642 gini = 0.0 samples = 1 value = [0, 1] class = positive 1641->1642 1643 age ≤ 78.5 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1641->1643 1644 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1643->1644 1647 gini = 0.0 samples = 7 value = [7, 0] class = negative 1643->1647 1645 gini = 0.0 samples = 1 value = [0, 1] class = positive 1644->1645 1646 gini = 0.0 samples = 1 value = [1, 0] class = negative 1644->1646 1649 gini = 0.0 samples = 1 value = [0, 1] class = positive 1648->1649 1650 avg_glucose_level ≤ 66.07 gini = 0.1658 samples = 274 value = [249, 25] class = negative 1648->1650 1651 bmi ≤ 23.15 gini = 0.3047 samples = 32 value = [26, 6] class = negative 1650->1651 1666 bmi ≤ 25.75 gini = 0.1447 samples = 242 value = [223, 19] class = negative 1650->1666 1652 gini = 0.0 samples = 2 value = [0, 2] class = positive 1651->1652 1653 age ≤ 78.5 gini = 0.2311 samples = 30 value = [26, 4] class = negative 1651->1653 1654 bmi ≤ 25.05 gini = 0.375 samples = 12 value = [9, 3] class = negative 1653->1654 1661 bmi ≤ 29.0 gini = 0.1049 samples = 18 value = [17, 1] class = negative 1653->1661 1655 gini = 0.0 samples = 2 value = [0, 2] class = positive 1654->1655 1656 heart_disease ≤ 0.5 gini = 0.18 samples = 10 value = [9, 1] class = negative 1654->1656 1657 gini = 0.0 samples = 7 value = [7, 0] class = negative 1656->1657 1658 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1656->1658 1659 gini = 0.0 samples = 1 value = [0, 1] class = positive 1658->1659 1660 gini = 0.0 samples = 2 value = [2, 0] class = negative 1658->1660 1662 gini = 0.0 samples = 13 value = [13, 0] class = negative 1661->1662 1663 bmi ≤ 29.35 gini = 0.32 samples = 5 value = [4, 1] class = negative 1661->1663 1664 gini = 0.0 samples = 1 value = [0, 1] class = positive 1663->1664 1665 gini = 0.0 samples = 4 value = [4, 0] class = negative 1663->1665 1667 avg_glucose_level ≤ 78.795 gini = 0.0775 samples = 99 value = [95, 4] class = negative 1666->1667 1682 bmi ≤ 26.85 gini = 0.1878 samples = 143 value = [128, 15] class = negative 1666->1682 1668 avg_glucose_level ≤ 67.37 gini = 0.026 samples = 76 value = [75, 1] class = negative 1667->1668 1673 bmi ≤ 20.6 gini = 0.2268 samples = 23 value = [20, 3] class = negative 1667->1673 1669 avg_glucose_level ≤ 67.2 gini = 0.2188 samples = 8 value = [7, 1] class = negative 1668->1669 1672 gini = 0.0 samples = 68 value = [68, 0] class = negative 1668->1672 1670 gini = 0.0 samples = 7 value = [7, 0] class = negative 1669->1670 1671 gini = 0.0 samples = 1 value = [0, 1] class = positive 1669->1671 1674 avg_glucose_level ≤ 80.39 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1673->1674 1677 age ≤ 80.5 gini = 0.095 samples = 20 value = [19, 1] class = negative 1673->1677 1675 gini = 0.0 samples = 2 value = [0, 2] class = positive 1674->1675 1676 gini = 0.0 samples = 1 value = [1, 0] class = negative 1674->1676 1678 gini = 0.0 samples = 16 value = [16, 0] class = negative 1677->1678 1679 Residence_type ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 1677->1679 1680 gini = 0.0 samples = 1 value = [0, 1] class = positive 1679->1680 1681 gini = 0.0 samples = 3 value = [3, 0] class = negative 1679->1681 1683 avg_glucose_level ≤ 79.85 gini = 0.3648 samples = 25 value = [19, 6] class = negative 1682->1683 1700 bmi ≤ 28.35 gini = 0.1409 samples = 118 value = [109, 9] class = negative 1682->1700 1684 Residence_type ≤ 0.5 gini = 0.2975 samples = 22 value = [18, 4] class = negative 1683->1684 1697 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1683->1697 1685 gini = 0.0 samples = 7 value = [7, 0] class = negative 1684->1685 1686 gender ≤ 0.5 gini = 0.3911 samples = 15 value = [11, 4] class = negative 1684->1686 1687 bmi ≤ 25.9 gini = 0.2778 samples = 12 value = [10, 2] class = negative 1686->1687 1694 avg_glucose_level ≤ 76.58 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1686->1694 1688 gini = 0.0 samples = 1 value = [0, 1] class = positive 1687->1688 1689 bmi ≤ 26.5 gini = 0.1653 samples = 11 value = [10, 1] class = negative 1687->1689 1690 gini = 0.0 samples = 7 value = [7, 0] class = negative 1689->1690 1691 avg_glucose_level ≤ 74.9 gini = 0.375 samples = 4 value = [3, 1] class = negative 1689->1691 1692 gini = 0.0 samples = 3 value = [3, 0] class = negative 1691->1692 1693 gini = 0.0 samples = 1 value = [0, 1] class = positive 1691->1693 1695 gini = 0.0 samples = 2 value = [0, 2] class = positive 1694->1695 1696 gini = 0.0 samples = 1 value = [1, 0] class = negative 1694->1696 1698 gini = 0.0 samples = 1 value = [1, 0] class = negative 1697->1698 1699 gini = 0.0 samples = 2 value = [0, 2] class = positive 1697->1699 1701 gini = 0.0 samples = 28 value = [28, 0] class = negative 1700->1701 1702 bmi ≤ 28.45 gini = 0.18 samples = 90 value = [81, 9] class = negative 1700->1702 1703 gini = 0.0 samples = 1 value = [0, 1] class = positive 1702->1703 1704 avg_glucose_level ≤ 78.635 gini = 0.1636 samples = 89 value = [81, 8] class = negative 1702->1704 1705 avg_glucose_level ≤ 78.43 gini = 0.205 samples = 69 value = [61, 8] class = negative 1704->1705 1730 gini = 0.0 samples = 20 value = [20, 0] class = negative 1704->1730 1706 age ≤ 78.5 gini = 0.1847 samples = 68 value = [61, 7] class = negative 1705->1706 1729 gini = 0.0 samples = 1 value = [0, 1] class = positive 1705->1729 1707 gini = 0.0 samples = 20 value = [20, 0] class = negative 1706->1707 1708 bmi ≤ 30.25 gini = 0.2491 samples = 48 value = [41, 7] class = negative 1706->1708 1709 gini = 0.0 samples = 15 value = [15, 0] class = negative 1708->1709 1710 bmi ≤ 30.8 gini = 0.3343 samples = 33 value = [26, 7] class = negative 1708->1710 1711 avg_glucose_level ≤ 76.15 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1710->1711 1714 bmi ≤ 32.95 gini = 0.2778 samples = 30 value = [25, 5] class = negative 1710->1714 1712 gini = 0.0 samples = 2 value = [0, 2] class = positive 1711->1712 1713 gini = 0.0 samples = 1 value = [1, 0] class = negative 1711->1713 1715 gini = 0.0 samples = 10 value = [10, 0] class = negative 1714->1715 1716 bmi ≤ 37.45 gini = 0.375 samples = 20 value = [15, 5] class = negative 1714->1716 1717 gender ≤ 0.5 gini = 0.4734 samples = 13 value = [8, 5] class = negative 1716->1717 1728 gini = 0.0 samples = 7 value = [7, 0] class = negative 1716->1728 1718 bmi ≤ 33.95 gini = 0.3967 samples = 11 value = [8, 3] class = negative 1717->1718 1727 gini = 0.0 samples = 2 value = [0, 2] class = positive 1717->1727 1719 gini = 0.0 samples = 5 value = [5, 0] class = negative 1718->1719 1720 age ≤ 79.5 gini = 0.5 samples = 6 value = [3, 3] class = negative 1718->1720 1721 avg_glucose_level ≤ 74.06 gini = 0.375 samples = 4 value = [3, 1] class = negative 1720->1721 1726 gini = 0.0 samples = 2 value = [0, 2] class = positive 1720->1726 1722 gini = 0.0 samples = 2 value = [2, 0] class = negative 1721->1722 1723 bmi ≤ 35.1 gini = 0.5 samples = 2 value = [1, 1] class = negative 1721->1723 1724 gini = 0.0 samples = 1 value = [1, 0] class = negative 1723->1724 1725 gini = 0.0 samples = 1 value = [0, 1] class = positive 1723->1725 1732 avg_glucose_level ≤ 59.275 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1731->1732 1735 gini = 0.0 samples = 46 value = [46, 0] class = negative 1731->1735 1733 gini = 0.0 samples = 8 value = [8, 0] class = negative 1732->1733 1734 gini = 0.0 samples = 1 value = [0, 1] class = positive 1732->1734 1737 bmi ≤ 29.2 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1736->1737 1740 bmi ≤ 34.7 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1736->1740 1738 gini = 0.0 samples = 5 value = [5, 0] class = negative 1737->1738 1739 gini = 0.0 samples = 1 value = [0, 1] class = positive 1737->1739 1741 gini = 0.0 samples = 2 value = [0, 2] class = positive 1740->1741 1742 gini = 0.0 samples = 1 value = [1, 0] class = negative 1740->1742 1744 gini = 0.0 samples = 51 value = [51, 0] class = negative 1743->1744 1745 bmi ≤ 26.5 gini = 0.1207 samples = 31 value = [29, 2] class = negative 1743->1745 1746 gini = 0.0 samples = 16 value = [16, 0] class = negative 1745->1746 1747 bmi ≤ 27.45 gini = 0.2311 samples = 15 value = [13, 2] class = negative 1745->1747 1748 gini = 0.0 samples = 1 value = [0, 1] class = positive 1747->1748 1749 bmi ≤ 30.65 gini = 0.1327 samples = 14 value = [13, 1] class = negative 1747->1749 1750 gini = 0.0 samples = 9 value = [9, 0] class = negative 1749->1750 1751 bmi ≤ 31.35 gini = 0.32 samples = 5 value = [4, 1] class = negative 1749->1751 1752 gini = 0.0 samples = 1 value = [0, 1] class = positive 1751->1752 1753 gini = 0.0 samples = 4 value = [4, 0] class = negative 1751->1753 1755 ever_married ≤ 0.5 gini = 0.195 samples = 137 value = [122, 15] class = negative 1754->1755 1800 heart_disease ≤ 0.5 gini = 0.48 samples = 5 value = [2, 3] class = positive 1754->1800 1756 avg_glucose_level ≤ 78.265 gini = 0.4444 samples = 15 value = [10, 5] class = negative 1755->1756 1767 bmi ≤ 29.85 gini = 0.1505 samples = 122 value = [112, 10] class = negative 1755->1767 1757 bmi ≤ 26.85 gini = 0.2778 samples = 12 value = [10, 2] class = negative 1756->1757 1766 gini = 0.0 samples = 3 value = [0, 3] class = positive 1756->1766 1758 gini = 0.0 samples = 7 value = [7, 0] class = negative 1757->1758 1759 avg_glucose_level ≤ 65.09 gini = 0.48 samples = 5 value = [3, 2] class = negative 1757->1759 1760 gini = 0.0 samples = 2 value = [2, 0] class = negative 1759->1760 1761 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1759->1761 1762 gini = 0.0 samples = 1 value = [0, 1] class = positive 1761->1762 1763 heart_disease ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1761->1763 1764 gini = 0.0 samples = 1 value = [1, 0] class = negative 1763->1764 1765 gini = 0.0 samples = 1 value = [0, 1] class = positive 1763->1765 1768 bmi ≤ 29.65 gini = 0.1995 samples = 89 value = [79, 10] class = negative 1767->1768 1799 gini = 0.0 samples = 33 value = [33, 0] class = negative 1767->1799 1769 age ≤ 79.5 gini = 0.167 samples = 87 value = [79, 8] class = negative 1768->1769 1798 gini = 0.0 samples = 2 value = [0, 2] class = positive 1768->1798 1770 bmi ≤ 19.4 gini = 0.0487 samples = 40 value = [39, 1] class = negative 1769->1770 1775 age ≤ 81.5 gini = 0.2535 samples = 47 value = [40, 7] class = negative 1769->1775 1771 bmi ≤ 18.8 gini = 0.375 samples = 4 value = [3, 1] class = negative 1770->1771 1774 gini = 0.0 samples = 36 value = [36, 0] class = negative 1770->1774 1772 gini = 0.0 samples = 3 value = [3, 0] class = negative 1771->1772 1773 gini = 0.0 samples = 1 value = [0, 1] class = positive 1771->1773 1776 avg_glucose_level ≤ 67.825 gini = 0.3578 samples = 30 value = [23, 7] class = negative 1775->1776 1797 gini = 0.0 samples = 17 value = [17, 0] class = negative 1775->1797 1777 avg_glucose_level ≤ 58.92 gini = 0.142 samples = 13 value = [12, 1] class = negative 1776->1777 1782 heart_disease ≤ 0.5 gini = 0.4567 samples = 17 value = [11, 6] class = negative 1776->1782 1778 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1777->1778 1781 gini = 0.0 samples = 11 value = [11, 0] class = negative 1777->1781 1779 gini = 0.0 samples = 1 value = [1, 0] class = negative 1778->1779 1780 gini = 0.0 samples = 1 value = [0, 1] class = positive 1778->1780 1783 bmi ≤ 29.05 gini = 0.4959 samples = 11 value = [5, 6] class = positive 1782->1783 1796 gini = 0.0 samples = 6 value = [6, 0] class = negative 1782->1796 1784 avg_glucose_level ≤ 75.92 gini = 0.48 samples = 10 value = [4, 6] class = positive 1783->1784 1795 gini = 0.0 samples = 1 value = [1, 0] class = negative 1783->1795 1785 smoking_status ≤ 0.5 gini = 0.4898 samples = 7 value = [4, 3] class = negative 1784->1785 1794 gini = 0.0 samples = 3 value = [0, 3] class = positive 1784->1794 1786 avg_glucose_level ≤ 68.945 gini = 0.48 samples = 5 value = [2, 3] class = positive 1785->1786 1793 gini = 0.0 samples = 2 value = [2, 0] class = negative 1785->1793 1787 gini = 0.0 samples = 1 value = [0, 1] class = positive 1786->1787 1788 bmi ≤ 23.25 gini = 0.5 samples = 4 value = [2, 2] class = negative 1786->1788 1789 gini = 0.0 samples = 1 value = [0, 1] class = positive 1788->1789 1790 bmi ≤ 28.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1788->1790 1791 gini = 0.0 samples = 2 value = [2, 0] class = negative 1790->1791 1792 gini = 0.0 samples = 1 value = [0, 1] class = positive 1790->1792 1801 gini = 0.0 samples = 3 value = [0, 3] class = positive 1800->1801 1802 gini = 0.0 samples = 2 value = [2, 0] class = negative 1800->1802 1804 gini = 0.0 samples = 2 value = [0, 2] class = positive 1803->1804 1805 gini = 0.0 samples = 1 value = [1, 0] class = negative 1803->1805 1808 bmi ≤ 24.35 gini = 0.0689 samples = 308 value = [297, 11] class = negative 1807->1808 1853 avg_glucose_level ≤ 96.975 gini = 0.146 samples = 391 value = [360, 31] class = negative 1807->1853 1809 bmi ≤ 24.15 gini = 0.1435 samples = 90 value = [83, 7] class = negative 1808->1809 1836 gender ≤ 0.5 gini = 0.036 samples = 218 value = [214, 4] class = negative 1808->1836 1810 bmi ≤ 22.65 gini = 0.112 samples = 84 value = [79, 5] class = negative 1809->1810 1831 age ≤ 79.5 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1809->1831 1811 bmi ≤ 22.55 gini = 0.1709 samples = 53 value = [48, 5] class = negative 1810->1811 1830 gini = 0.0 samples = 31 value = [31, 0] class = negative 1810->1830 1812 smoking_status ≤ 0.5 gini = 0.142 samples = 52 value = [48, 4] class = negative 1811->1812 1829 gini = 0.0 samples = 1 value = [0, 1] class = positive 1811->1829 1813 avg_glucose_level ≤ 94.0 gini = 0.2188 samples = 32 value = [28, 4] class = negative 1812->1813 1828 gini = 0.0 samples = 20 value = [20, 0] class = negative 1812->1828 1814 bmi ≤ 22.45 gini = 0.1472 samples = 25 value = [23, 2] class = negative 1813->1814 1823 avg_glucose_level ≤ 94.405 gini = 0.4082 samples = 7 value = [5, 2] class = negative 1813->1823 1815 avg_glucose_level ≤ 87.425 gini = 0.0868 samples = 22 value = [21, 1] class = negative 1814->1815 1820 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1814->1820 1816 avg_glucose_level ≤ 86.595 gini = 0.32 samples = 5 value = [4, 1] class = negative 1815->1816 1819 gini = 0.0 samples = 17 value = [17, 0] class = negative 1815->1819 1817 gini = 0.0 samples = 4 value = [4, 0] class = negative 1816->1817 1818 gini = 0.0 samples = 1 value = [0, 1] class = positive 1816->1818 1821 gini = 0.0 samples = 2 value = [2, 0] class = negative 1820->1821 1822 gini = 0.0 samples = 1 value = [0, 1] class = positive 1820->1822 1824 gini = 0.0 samples = 1 value = [0, 1] class = positive 1823->1824 1825 age ≤ 80.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1823->1825 1826 gini = 0.0 samples = 5 value = [5, 0] class = negative 1825->1826 1827 gini = 0.0 samples = 1 value = [0, 1] class = positive 1825->1827 1832 age ≤ 78.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1831->1832 1835 gini = 0.0 samples = 3 value = [3, 0] class = negative 1831->1835 1833 gini = 0.0 samples = 1 value = [1, 0] class = negative 1832->1833 1834 gini = 0.0 samples = 2 value = [0, 2] class = positive 1832->1834 1837 gini = 0.0 samples = 136 value = [136, 0] class = negative 1836->1837 1838 bmi ≤ 32.15 gini = 0.0928 samples = 82 value = [78, 4] class = negative 1836->1838 1839 ever_married ≤ 0.5 gini = 0.0308 samples = 64 value = [63, 1] class = negative 1838->1839 1846 bmi ≤ 32.3 gini = 0.2778 samples = 18 value = [15, 3] class = negative 1838->1846 1840 smoking_status ≤ 0.5 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1839->1840 1845 gini = 0.0 samples = 57 value = [57, 0] class = negative 1839->1845 1841 hypertension ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1840->1841 1844 gini = 0.0 samples = 5 value = [5, 0] class = negative 1840->1844 1842 gini = 0.0 samples = 1 value = [0, 1] class = positive 1841->1842 1843 gini = 0.0 samples = 1 value = [1, 0] class = negative 1841->1843 1847 gini = 0.0 samples = 1 value = [0, 1] class = positive 1846->1847 1848 avg_glucose_level ≤ 87.985 gini = 0.2076 samples = 17 value = [15, 2] class = negative 1846->1848 1849 age ≤ 80.0 gini = 0.48 samples = 5 value = [3, 2] class = negative 1848->1849 1852 gini = 0.0 samples = 12 value = [12, 0] class = negative 1848->1852 1850 gini = 0.0 samples = 2 value = [0, 2] class = positive 1849->1850 1851 gini = 0.0 samples = 3 value = [3, 0] class = negative 1849->1851 1854 bmi ≤ 34.05 gini = 0.5 samples = 2 value = [1, 1] class = negative 1853->1854 1857 smoking_status ≤ 0.5 gini = 0.1423 samples = 389 value = [359, 30] class = negative 1853->1857 1855 gini = 0.0 samples = 1 value = [1, 0] class = negative 1854->1855 1856 gini = 0.0 samples = 1 value = [0, 1] class = positive 1854->1856 1858 heart_disease ≤ 0.5 gini = 0.1748 samples = 248 value = [224, 24] class = negative 1857->1858 1935 avg_glucose_level ≤ 98.68 gini = 0.0815 samples = 141 value = [135, 6] class = negative 1857->1935 1859 avg_glucose_level ≤ 104.085 gini = 0.1465 samples = 201 value = [185, 16] class = negative 1858->1859 1914 gender ≤ 0.5 gini = 0.2825 samples = 47 value = [39, 8] class = negative 1858->1914 1860 bmi ≤ 27.55 gini = 0.0705 samples = 82 value = [79, 3] class = negative 1859->1860 1871 avg_glucose_level ≤ 104.16 gini = 0.1946 samples = 119 value = [106, 13] class = negative 1859->1871 1861 gini = 0.0 samples = 53 value = [53, 0] class = negative 1860->1861 1862 bmi ≤ 27.65 gini = 0.1855 samples = 29 value = [26, 3] class = negative 1860->1862 1863 gini = 0.0 samples = 1 value = [0, 1] class = positive 1862->1863 1864 avg_glucose_level ≤ 99.4 gini = 0.1327 samples = 28 value = [26, 2] class = negative 1862->1864 1865 hypertension ≤ 0.5 gini = 0.32 samples = 10 value = [8, 2] class = negative 1864->1865 1870 gini = 0.0 samples = 18 value = [18, 0] class = negative 1864->1870 1866 avg_glucose_level ≤ 98.93 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1865->1866 1869 gini = 0.0 samples = 1 value = [0, 1] class = positive 1865->1869 1867 gini = 0.0 samples = 8 value = [8, 0] class = negative 1866->1867 1868 gini = 0.0 samples = 1 value = [0, 1] class = positive 1866->1868 1872 gini = 0.0 samples = 1 value = [0, 1] class = positive 1871->1872 1873 avg_glucose_level ≤ 104.915 gini = 0.1827 samples = 118 value = [106, 12] class = negative 1871->1873 1874 avg_glucose_level ≤ 104.435 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1873->1874 1877 gender ≤ 0.5 gini = 0.1626 samples = 112 value = [102, 10] class = negative 1873->1877 1875 gini = 0.0 samples = 4 value = [4, 0] class = negative 1874->1875 1876 gini = 0.0 samples = 2 value = [0, 2] class = positive 1874->1876 1878 age ≤ 79.5 gini = 0.2217 samples = 63 value = [55, 8] class = negative 1877->1878 1905 bmi ≤ 27.2 gini = 0.0783 samples = 49 value = [47, 2] class = negative 1877->1905 1879 avg_glucose_level ≤ 110.25 gini = 0.0713 samples = 27 value = [26, 1] class = negative 1878->1879 1884 age ≤ 80.5 gini = 0.3133 samples = 36 value = [29, 7] class = negative 1878->1884 1880 avg_glucose_level ≤ 109.395 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1879->1880 1883 gini = 0.0 samples = 18 value = [18, 0] class = negative 1879->1883 1881 gini = 0.0 samples = 8 value = [8, 0] class = negative 1880->1881 1882 gini = 0.0 samples = 1 value = [0, 1] class = positive 1880->1882 1885 avg_glucose_level ≤ 106.855 gini = 0.4567 samples = 17 value = [11, 6] class = negative 1884->1885 1900 bmi ≤ 32.9 gini = 0.0997 samples = 19 value = [18, 1] class = negative 1884->1900 1886 gini = 0.0 samples = 2 value = [0, 2] class = positive 1885->1886 1887 Residence_type ≤ 0.5 gini = 0.3911 samples = 15 value = [11, 4] class = negative 1885->1887 1888 bmi ≤ 27.0 gini = 0.4938 samples = 9 value = [5, 4] class = negative 1887->1888 1899 gini = 0.0 samples = 6 value = [6, 0] class = negative 1887->1899 1889 avg_glucose_level ≤ 114.15 gini = 0.4688 samples = 8 value = [5, 3] class = negative 1888->1889 1898 gini = 0.0 samples = 1 value = [0, 1] class = positive 1888->1898 1890 bmi ≤ 21.2 gini = 0.32 samples = 5 value = [4, 1] class = negative 1889->1890 1895 avg_glucose_level ≤ 118.86 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1889->1895 1891 bmi ≤ 19.25 gini = 0.5 samples = 2 value = [1, 1] class = negative 1890->1891 1894 gini = 0.0 samples = 3 value = [3, 0] class = negative 1890->1894 1892 gini = 0.0 samples = 1 value = [1, 0] class = negative 1891->1892 1893 gini = 0.0 samples = 1 value = [0, 1] class = positive 1891->1893 1896 gini = 0.0 samples = 2 value = [0, 2] class = positive 1895->1896 1897 gini = 0.0 samples = 1 value = [1, 0] class = negative 1895->1897 1901 gini = 0.0 samples = 17 value = [17, 0] class = negative 1900->1901 1902 avg_glucose_level ≤ 115.01 gini = 0.5 samples = 2 value = [1, 1] class = negative 1900->1902 1903 gini = 0.0 samples = 1 value = [1, 0] class = negative 1902->1903 1904 gini = 0.0 samples = 1 value = [0, 1] class = positive 1902->1904 1906 bmi ≤ 25.95 gini = 0.1588 samples = 23 value = [21, 2] class = negative 1905->1906 1913 gini = 0.0 samples = 26 value = [26, 0] class = negative 1905->1913 1907 gini = 0.0 samples = 16 value = [16, 0] class = negative 1906->1907 1908 avg_glucose_level ≤ 116.605 gini = 0.4082 samples = 7 value = [5, 2] class = negative 1906->1908 1909 avg_glucose_level ≤ 109.695 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1908->1909 1912 gini = 0.0 samples = 4 value = [4, 0] class = negative 1908->1912 1910 gini = 0.0 samples = 1 value = [1, 0] class = negative 1909->1910 1911 gini = 0.0 samples = 2 value = [0, 2] class = positive 1909->1911 1915 avg_glucose_level ≤ 117.57 gini = 0.1748 samples = 31 value = [28, 3] class = negative 1914->1915 1926 bmi ≤ 24.3 gini = 0.4297 samples = 16 value = [11, 5] class = negative 1914->1926 1916 avg_glucose_level ≤ 111.04 gini = 0.1244 samples = 30 value = [28, 2] class = negative 1915->1916 1925 gini = 0.0 samples = 1 value = [0, 1] class = positive 1915->1925 1917 gini = 0.0 samples = 21 value = [21, 0] class = negative 1916->1917 1918 avg_glucose_level ≤ 111.695 gini = 0.3457 samples = 9 value = [7, 2] class = negative 1916->1918 1919 gini = 0.0 samples = 1 value = [0, 1] class = positive 1918->1919 1920 avg_glucose_level ≤ 113.935 gini = 0.2188 samples = 8 value = [7, 1] class = negative 1918->1920 1921 bmi ≤ 31.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1920->1921 1924 gini = 0.0 samples = 5 value = [5, 0] class = negative 1920->1924 1922 gini = 0.0 samples = 1 value = [0, 1] class = positive 1921->1922 1923 gini = 0.0 samples = 2 value = [2, 0] class = negative 1921->1923 1927 gini = 0.0 samples = 2 value = [0, 2] class = positive 1926->1927 1928 Residence_type ≤ 0.5 gini = 0.3367 samples = 14 value = [11, 3] class = negative 1926->1928 1929 avg_glucose_level ≤ 101.06 gini = 0.5 samples = 6 value = [3, 3] class = negative 1928->1929 1934 gini = 0.0 samples = 8 value = [8, 0] class = negative 1928->1934 1930 gini = 0.0 samples = 2 value = [2, 0] class = negative 1929->1930 1931 avg_glucose_level ≤ 106.165 gini = 0.375 samples = 4 value = [1, 3] class = positive 1929->1931 1932 gini = 0.0 samples = 3 value = [0, 3] class = positive 1931->1932 1933 gini = 0.0 samples = 1 value = [1, 0] class = negative 1931->1933 1936 bmi ≤ 22.35 gini = 0.32 samples = 15 value = [12, 3] class = negative 1935->1936 1943 bmi ≤ 32.75 gini = 0.0465 samples = 126 value = [123, 3] class = negative 1935->1943 1937 bmi ≤ 22.1 gini = 0.5 samples = 6 value = [3, 3] class = negative 1936->1937 1942 gini = 0.0 samples = 9 value = [9, 0] class = negative 1936->1942 1938 bmi ≤ 21.7 gini = 0.375 samples = 4 value = [3, 1] class = negative 1937->1938 1941 gini = 0.0 samples = 2 value = [0, 2] class = positive 1937->1941 1939 gini = 0.0 samples = 1 value = [0, 1] class = positive 1938->1939 1940 gini = 0.0 samples = 3 value = [3, 0] class = negative 1938->1940 1944 bmi ≤ 21.85 gini = 0.0185 samples = 107 value = [106, 1] class = negative 1943->1944 1949 bmi ≤ 33.05 gini = 0.1884 samples = 19 value = [17, 2] class = negative 1943->1949 1945 bmi ≤ 21.55 gini = 0.0832 samples = 23 value = [22, 1] class = negative 1944->1945 1948 gini = 0.0 samples = 84 value = [84, 0] class = negative 1944->1948 1946 gini = 0.0 samples = 22 value = [22, 0] class = negative 1945->1946 1947 gini = 0.0 samples = 1 value = [0, 1] class = positive 1945->1947 1950 gini = 0.0 samples = 1 value = [0, 1] class = positive 1949->1950 1951 avg_glucose_level ≤ 100.46 gini = 0.1049 samples = 18 value = [17, 1] class = negative 1949->1951 1952 gini = 0.0 samples = 1 value = [0, 1] class = positive 1951->1952 1953 gini = 0.0 samples = 17 value = [17, 0] class = negative 1951->1953 1955 gini = 0.0 samples = 1 value = [0, 1] class = positive 1954->1955 1956 heart_disease ≤ 0.5 gini = 0.2029 samples = 611 value = [541, 70] class = negative 1954->1956 1957 avg_glucose_level ≤ 258.875 gini = 0.1762 samples = 461 value = [416, 45] class = negative 1956->1957 2098 bmi ≤ 22.05 gini = 0.2778 samples = 150 value = [125, 25] class = negative 1956->2098 1958 age ≤ 79.5 gini = 0.1705 samples = 457 value = [414, 43] class = negative 1957->1958 2095 avg_glucose_level ≤ 263.0 gini = 0.5 samples = 4 value = [2, 2] class = negative 1957->2095 1959 bmi ≤ 31.45 gini = 0.2162 samples = 219 value = [192, 27] class = negative 1958->1959 2040 bmi ≤ 29.25 gini = 0.1254 samples = 238 value = [222, 16] class = negative 1958->2040 1960 bmi ≤ 18.05 gini = 0.1557 samples = 141 value = [129, 12] class = negative 1959->1960 2001 bmi ≤ 32.75 gini = 0.3107 samples = 78 value = [63, 15] class = negative 1959->2001 1961 bmi ≤ 17.8 gini = 0.5 samples = 2 value = [1, 1] class = negative 1960->1961 1964 avg_glucose_level ≤ 137.61 gini = 0.1457 samples = 139 value = [128, 11] class = negative 1960->1964 1962 gini = 0.0 samples = 1 value = [1, 0] class = negative 1961->1962 1963 gini = 0.0 samples = 1 value = [0, 1] class = positive 1961->1963 1965 avg_glucose_level ≤ 128.4 gini = 0.3084 samples = 21 value = [17, 4] class = negative 1964->1965 1976 avg_glucose_level ≤ 222.145 gini = 0.1116 samples = 118 value = [111, 7] class = negative 1964->1976 1966 gini = 0.0 samples = 11 value = [11, 0] class = negative 1965->1966 1967 bmi ≤ 25.25 gini = 0.48 samples = 10 value = [6, 4] class = negative 1965->1967 1968 hypertension ≤ 0.5 gini = 0.375 samples = 8 value = [6, 2] class = negative 1967->1968 1975 gini = 0.0 samples = 2 value = [0, 2] class = positive 1967->1975 1969 smoking_status ≤ 0.5 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1968->1969 1974 gini = 0.0 samples = 1 value = [0, 1] class = positive 1968->1974 1970 gini = 0.0 samples = 5 value = [5, 0] class = negative 1969->1970 1971 avg_glucose_level ≤ 131.265 gini = 0.5 samples = 2 value = [1, 1] class = negative 1969->1971 1972 gini = 0.0 samples = 1 value = [1, 0] class = negative 1971->1972 1973 gini = 0.0 samples = 1 value = [0, 1] class = positive 1971->1973 1977 bmi ≤ 28.75 gini = 0.0659 samples = 88 value = [85, 3] class = negative 1976->1977 1990 avg_glucose_level ≤ 222.435 gini = 0.2311 samples = 30 value = [26, 4] class = negative 1976->1990 1978 gini = 0.0 samples = 61 value = [61, 0] class = negative 1977->1978 1979 bmi ≤ 29.0 gini = 0.1975 samples = 27 value = [24, 3] class = negative 1977->1979 1980 Residence_type ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 1979->1980 1983 bmi ≤ 30.85 gini = 0.0832 samples = 23 value = [22, 1] class = negative 1979->1983 1981 gini = 0.0 samples = 2 value = [0, 2] class = positive 1980->1981 1982 gini = 0.0 samples = 2 value = [2, 0] class = negative 1980->1982 1984 gini = 0.0 samples = 17 value = [17, 0] class = negative 1983->1984 1985 age ≤ 78.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1983->1985 1986 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1985->1986 1989 gini = 0.0 samples = 4 value = [4, 0] class = negative 1985->1989 1987 gini = 0.0 samples = 1 value = [1, 0] class = negative 1986->1987 1988 gini = 0.0 samples = 1 value = [0, 1] class = positive 1986->1988 1991 gini = 0.0 samples = 1 value = [0, 1] class = positive 1990->1991 1992 bmi ≤ 26.7 gini = 0.1855 samples = 29 value = [26, 3] class = negative 1990->1992 1993 bmi ≤ 26.05 gini = 0.3047 samples = 16 value = [13, 3] class = negative 1992->1993 2000 gini = 0.0 samples = 13 value = [13, 0] class = negative 1992->2000 1994 bmi ≤ 22.05 gini = 0.1327 samples = 14 value = [13, 1] class = negative 1993->1994 1999 gini = 0.0 samples = 2 value = [0, 2] class = positive 1993->1999 1995 avg_glucose_level ≤ 240.405 gini = 0.32 samples = 5 value = [4, 1] class = negative 1994->1995 1998 gini = 0.0 samples = 9 value = [9, 0] class = negative 1994->1998 1996 gini = 0.0 samples = 1 value = [0, 1] class = positive 1995->1996 1997 gini = 0.0 samples = 4 value = [4, 0] class = negative 1995->1997 2002 bmi ≤ 32.5 gini = 0.497 samples = 13 value = [7, 6] class = negative 2001->2002 2015 ever_married ≤ 0.5 gini = 0.2386 samples = 65 value = [56, 9] class = negative 2001->2015 2003 smoking_status ≤ 0.5 gini = 0.4628 samples = 11 value = [7, 4] class = negative 2002->2003 2014 gini = 0.0 samples = 2 value = [0, 2] class = positive 2002->2014 2004 bmi ≤ 31.95 gini = 0.5 samples = 8 value = [4, 4] class = negative 2003->2004 2013 gini = 0.0 samples = 3 value = [3, 0] class = negative 2003->2013 2005 avg_glucose_level ≤ 163.46 gini = 0.375 samples = 4 value = [1, 3] class = positive 2004->2005 2010 avg_glucose_level ≤ 228.685 gini = 0.375 samples = 4 value = [3, 1] class = negative 2004->2010 2006 gini = 0.0 samples = 2 value = [0, 2] class = positive 2005->2006 2007 bmi ≤ 31.75 gini = 0.5 samples = 2 value = [1, 1] class = negative 2005->2007 2008 gini = 0.0 samples = 1 value = [1, 0] class = negative 2007->2008 2009 gini = 0.0 samples = 1 value = [0, 1] class = positive 2007->2009 2011 gini = 0.0 samples = 3 value = [3, 0] class = negative 2010->2011 2012 gini = 0.0 samples = 1 value = [0, 1] class = positive 2010->2012 2016 bmi ≤ 36.25 gini = 0.5 samples = 8 value = [4, 4] class = negative 2015->2016 2021 Residence_type ≤ 0.5 gini = 0.16 samples = 57 value = [52, 5] class = negative 2015->2021 2017 gini = 0.0 samples = 2 value = [0, 2] class = positive 2016->2017 2018 hypertension ≤ 0.5 gini = 0.4444 samples = 6 value = [4, 2] class = negative 2016->2018 2019 gini = 0.0 samples = 4 value = [4, 0] class = negative 2018->2019 2020 gini = 0.0 samples = 2 value = [0, 2] class = positive 2018->2020 2022 avg_glucose_level ≤ 209.955 gini = 0.2975 samples = 22 value = [18, 4] class = negative 2021->2022 2033 bmi ≤ 33.15 gini = 0.0555 samples = 35 value = [34, 1] class = negative 2021->2033 2023 bmi ≤ 33.45 gini = 0.426 samples = 13 value = [9, 4] class = negative 2022->2023 2032 gini = 0.0 samples = 9 value = [9, 0] class = negative 2022->2032 2024 gini = 0.0 samples = 4 value = [4, 0] class = negative 2023->2024 2025 avg_glucose_level ≤ 201.55 gini = 0.4938 samples = 9 value = [5, 4] class = negative 2023->2025 2026 bmi ≤ 36.85 gini = 0.4082 samples = 7 value = [5, 2] class = negative 2025->2026 2031 gini = 0.0 samples = 2 value = [0, 2] class = positive 2025->2031 2027 age ≤ 78.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 2026->2027 2030 gini = 0.0 samples = 4 value = [4, 0] class = negative 2026->2030 2028 gini = 0.0 samples = 2 value = [0, 2] class = positive 2027->2028 2029 gini = 0.0 samples = 1 value = [1, 0] class = negative 2027->2029 2034 smoking_status ≤ 0.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 2033->2034 2039 gini = 0.0 samples = 29 value = [29, 0] class = negative 2033->2039 2035 avg_glucose_level ≤ 162.465 gini = 0.4444 samples = 3 value = [2, 1] class = negative 2034->2035 2038 gini = 0.0 samples = 3 value = [3, 0] class = negative 2034->2038 2036 gini = 0.0 samples = 2 value = [2, 0] class = negative 2035->2036 2037 gini = 0.0 samples = 1 value = [0, 1] class = positive 2035->2037 2041 bmi ≤ 28.95 gini = 0.18 samples = 130 value = [117, 13] class = negative 2040->2041 2082 ever_married ≤ 0.5 gini = 0.054 samples = 108 value = [105, 3] class = negative 2040->2082 2042 hypertension ≤ 0.5 gini = 0.1483 samples = 124 value = [114, 10] class = negative 2041->2042 2077 age ≤ 81.5 gini = 0.5 samples = 6 value = [3, 3] class = negative 2041->2077 2043 bmi ≤ 20.75 gini = 0.1078 samples = 105 value = [99, 6] class = negative 2042->2043 2068 avg_glucose_level ≤ 235.015 gini = 0.3324 samples = 19 value = [15, 4] class = negative 2042->2068 2044 bmi ≤ 20.65 gini = 0.375 samples = 8 value = [6, 2] class = negative 2043->2044 2051 avg_glucose_level ≤ 212.855 gini = 0.0791 samples = 97 value = [93, 4] class = negative 2043->2051 2045 age ≤ 81.5 gini = 0.2449 samples = 7 value = [6, 1] class = negative 2044->2045 2050 gini = 0.0 samples = 1 value = [0, 1] class = positive 2044->2050 2046 gini = 0.0 samples = 4 value = [4, 0] class = negative 2045->2046 2047 avg_glucose_level ≤ 154.06 gini = 0.4444 samples = 3 value = [2, 1] class = negative 2045->2047 2048 gini = 0.0 samples = 1 value = [0, 1] class = positive 2047->2048 2049 gini = 0.0 samples = 2 value = [2, 0] class = negative 2047->2049 2052 gini = 0.0 samples = 63 value = [63, 0] class = negative 2051->2052 2053 avg_glucose_level ≤ 213.345 gini = 0.2076 samples = 34 value = [30, 4] class = negative 2051->2053 2054 gini = 0.0 samples = 1 value = [0, 1] class = positive 2053->2054 2055 avg_glucose_level ≤ 222.845 gini = 0.1653 samples = 33 value = [30, 3] class = negative 2053->2055 2056 avg_glucose_level ≤ 222.51 gini = 0.375 samples = 12 value = [9, 3] class = negative 2055->2056 2067 gini = 0.0 samples = 21 value = [21, 0] class = negative 2055->2067 2057 age ≤ 81.5 gini = 0.2975 samples = 11 value = [9, 2] class = negative 2056->2057 2066 gini = 0.0 samples = 1 value = [0, 1] class = positive 2056->2066 2058 gini = 0.0 samples = 7 value = [7, 0] class = negative 2057->2058 2059 bmi ≤ 25.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 2057->2059 2060 gini = 0.0 samples = 1 value = [0, 1] class = positive 2059->2060 2061 bmi ≤ 26.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 2059->2061 2062 gini = 0.0 samples = 1 value = [1, 0] class = negative 2061->2062 2063 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 2061->2063 2064 gini = 0.0 samples = 1 value = [1, 0] class = negative 2063->2064 2065 gini = 0.0 samples = 1 value = [0, 1] class = positive 2063->2065 2069 age ≤ 81.5 gini = 0.2188 samples = 16 value = [14, 2] class = negative 2068->2069 2074 bmi ≤ 25.15 gini = 0.4444 samples = 3 value = [1, 2] class = positive 2068->2074 2070 gini = 0.0 samples = 12 value = [12, 0] class = negative 2069->2070 2071 gender ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 2069->2071 2072 gini = 0.0 samples = 2 value = [0, 2] class = positive 2071->2072 2073 gini = 0.0 samples = 2 value = [2, 0] class = negative 2071->2073 2075 gini = 0.0 samples = 1 value = [1, 0] class = negative 2074->2075 2076 gini = 0.0 samples = 2 value = [0, 2] class = positive 2074->2076 2078 avg_glucose_level ≤ 192.85 gini = 0.375 samples = 4 value = [3, 1] class = negative 2077->2078 2081 gini = 0.0 samples = 2 value = [0, 2] class = positive 2077->2081 2079 gini = 0.0 samples = 1 value = [0, 1] class = positive 2078->2079 2080 gini = 0.0 samples = 3 value = [3, 0] class = negative 2078->2080 2083 avg_glucose_level ≤ 236.255 gini = 0.2311 samples = 15 value = [13, 2] class = negative 2082->2083 2090 bmi ≤ 30.95 gini = 0.0213 samples = 93 value = [92, 1] class = negative 2082->2090 2084 bmi ≤ 37.65 gini = 0.1327 samples = 14 value = [13, 1] class = negative 2083->2084 2089 gini = 0.0 samples = 1 value = [0, 1] class = positive 2083->2089 2085 gini = 0.0 samples = 12 value = [12, 0] class = negative 2084->2085 2086 age ≤ 80.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 2084->2086 2087 gini = 0.0 samples = 1 value = [1, 0] class = negative 2086->2087 2088 gini = 0.0 samples = 1 value = [0, 1] class = positive 2086->2088 2091 bmi ≤ 30.8 gini = 0.095 samples = 20 value = [19, 1] class = negative 2090->2091 2094 gini = 0.0 samples = 73 value = [73, 0] class = negative 2090->2094 2092 gini = 0.0 samples = 19 value = [19, 0] class = negative 2091->2092 2093 gini = 0.0 samples = 1 value = [0, 1] class = positive 2091->2093 2096 gini = 0.0 samples = 2 value = [0, 2] class = positive 2095->2096 2097 gini = 0.0 samples = 2 value = [2, 0] class = negative 2095->2097 2099 gini = 0.0 samples = 12 value = [12, 0] class = negative 2098->2099 2100 bmi ≤ 22.65 gini = 0.2967 samples = 138 value = [113, 25] class = negative 2098->2100 2101 gini = 0.0 samples = 2 value = [0, 2] class = positive 2100->2101 2102 bmi ≤ 31.55 gini = 0.281 samples = 136 value = [113, 23] class = negative 2100->2102 2103 bmi ≤ 31.45 gini = 0.3155 samples = 107 value = [86, 21] class = negative 2102->2103 2156 age ≤ 79.5 gini = 0.1284 samples = 29 value = [27, 2] class = negative 2102->2156 2104 bmi ≤ 23.85 gini = 0.3062 samples = 106 value = [86, 20] class = negative 2103->2104 2155 gini = 0.0 samples = 1 value = [0, 1] class = positive 2103->2155 2105 gini = 0.0 samples = 11 value = [11, 0] class = negative 2104->2105 2106 avg_glucose_level ≤ 226.59 gini = 0.3324 samples = 95 value = [75, 20] class = negative 2104->2106 2107 avg_glucose_level ≤ 214.925 gini = 0.3056 samples = 85 value = [69, 16] class = negative 2106->2107 2148 age ≤ 80.5 gini = 0.48 samples = 10 value = [6, 4] class = negative 2106->2148 2108 avg_glucose_level ≤ 212.25 gini = 0.3527 samples = 70 value = [54, 16] class = negative 2107->2108 2147 gini = 0.0 samples = 15 value = [15, 0] class = negative 2107->2147 2109 bmi ≤ 25.7 gini = 0.327 samples = 68 value = [54, 14] class = negative 2108->2109 2146 gini = 0.0 samples = 2 value = [0, 2] class = positive 2108->2146 2110 bmi ≤ 25.3 gini = 0.497 samples = 13 value = [7, 6] class = negative 2109->2110 2121 bmi ≤ 30.65 gini = 0.2486 samples = 55 value = [47, 8] class = negative 2109->2121 2111 avg_glucose_level ≤ 210.95 gini = 0.42 samples = 10 value = [7, 3] class = negative 2110->2111 2120 gini = 0.0 samples = 3 value = [0, 3] class = positive 2110->2120 2112 age ≤ 81.0 gini = 0.3457 samples = 9 value = [7, 2] class = negative 2111->2112 2119 gini = 0.0 samples = 1 value = [0, 1] class = positive 2111->2119 2113 avg_glucose_level ≤ 174.545 gini = 0.2188 samples = 8 value = [7, 1] class = negative 2112->2113 2118 gini = 0.0 samples = 1 value = [0, 1] class = positive 2112->2118 2114 avg_glucose_level ≤ 158.93 gini = 0.375 samples = 4 value = [3, 1] class = negative 2113->2114 2117 gini = 0.0 samples = 4 value = [4, 0] class = negative 2113->2117 2115 gini = 0.0 samples = 3 value = [3, 0] class = negative 2114->2115 2116 gini = 0.0 samples = 1 value = [0, 1] class = positive 2114->2116 2122 bmi ≤ 28.2 gini = 0.1901 samples = 47 value = [42, 5] class = negative 2121->2122 2141 age ≤ 79.5 gini = 0.4688 samples = 8 value = [5, 3] class = negative 2121->2141 2123 bmi ≤ 27.5 gini = 0.2706 samples = 31 value = [26, 5] class = negative 2122->2123 2140 gini = 0.0 samples = 16 value = [16, 0] class = negative 2122->2140 2124 age ≤ 81.5 gini = 0.0799 samples = 24 value = [23, 1] class = negative 2123->2124 2131 bmi ≤ 27.95 gini = 0.4898 samples = 7 value = [3, 4] class = positive 2123->2131 2125 gini = 0.0 samples = 20 value = [20, 0] class = negative 2124->2125 2126 ever_married ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 2124->2126 2127 gini = 0.0 samples = 2 value = [2, 0] class = negative 2126->2127 2128 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 2126->2128 2129 gini = 0.0 samples = 1 value = [1, 0] class = negative 2128->2129 2130 gini = 0.0 samples = 1 value = [0, 1] class = positive 2128->2130 2132 Residence_type ≤ 0.5 gini = 0.375 samples = 4 value = [1, 3] class = positive 2131->2132 2137 age ≤ 78.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 2131->2137 2133 age ≤ 80.0 gini = 0.5 samples = 2 value = [1, 1] class = negative 2132->2133 2136 gini = 0.0 samples = 2 value = [0, 2] class = positive 2132->2136 2134 gini = 0.0 samples = 1 value = [0, 1] class = positive 2133->2134 2135 gini = 0.0 samples = 1 value = [1, 0] class = negative 2133->2135 2138 gini = 0.0 samples = 2 value = [2, 0] class = negative 2137->2138 2139 gini = 0.0 samples = 1 value = [0, 1] class = positive 2137->2139 2142 bmi ≤ 31.05 gini = 0.375 samples = 4 value = [1, 3] class = positive 2141->2142 2145 gini = 0.0 samples = 4 value = [4, 0] class = negative 2141->2145 2143 gini = 0.0 samples = 3 value = [0, 3] class = positive 2142->2143 2144 gini = 0.0 samples = 1 value = [1, 0] class = negative 2142->2144 2149 bmi ≤ 30.55 gini = 0.4898 samples = 7 value = [3, 4] class = positive 2148->2149 2154 gini = 0.0 samples = 3 value = [3, 0] class = negative 2148->2154 2150 age ≤ 78.5 gini = 0.32 samples = 5 value = [1, 4] class = positive 2149->2150 2153 gini = 0.0 samples = 2 value = [2, 0] class = negative 2149->2153 2151 gini = 0.0 samples = 1 value = [1, 0] class = negative 2150->2151 2152 gini = 0.0 samples = 4 value = [0, 4] class = positive 2150->2152 2157 gini = 0.0 samples = 15 value = [15, 0] class = negative 2156->2157 2158 avg_glucose_level ≤ 203.39 gini = 0.2449 samples = 14 value = [12, 2] class = negative 2156->2158 2159 gini = 0.0 samples = 7 value = [7, 0] class = negative 2158->2159 2160 avg_glucose_level ≤ 210.615 gini = 0.4082 samples = 7 value = [5, 2] class = negative 2158->2160 2161 gini = 0.0 samples = 2 value = [0, 2] class = positive 2160->2161 2162 gini = 0.0 samples = 5 value = [5, 0] class = negative 2160->2162
In [40]:
import pydotplus
graph = pydotplus.graph_from_dot_data(dot_data)
graph.write_png('randomforest.png')

graph = graphviz.Source(dot_data)  
graph
Out[40]:
Tree 0 age ≤ 66.5 gini = 0.0347 samples = 32550 value = [31975, 575] class = negative 1 bmi ≤ 5.05 gini = 0.0149 samples = 27255 value = [27050, 205] class = negative 0->1 True 926 bmi ≤ 15.75 gini = 0.13 samples = 5295 value = [4925, 370] class = negative 0->926 False 2 age ≤ 44.5 gini = 0.1048 samples = 739 value = [698, 41] class = negative 1->2 157 age ≤ 53.5 gini = 0.0123 samples = 26516 value = [26352, 164] class = negative 1->157 3 avg_glucose_level ≤ 60.805 gini = 0.0127 samples = 312 value = [310, 2] class = negative 2->3 16 hypertension ≤ 0.5 gini = 0.166 samples = 427 value = [388, 39] class = negative 2->16 4 avg_glucose_level ≤ 59.905 gini = 0.32 samples = 5 value = [4, 1] class = negative 3->4 7 age ≤ 37.5 gini = 0.0065 samples = 307 value = [306, 1] class = negative 3->7 5 gini = 0.0 samples = 4 value = [4, 0] class = negative 4->5 6 gini = 0.0 samples = 1 value = [0, 1] class = positive 4->6 8 gini = 0.0 samples = 235 value = [235, 0] class = negative 7->8 9 age ≤ 38.5 gini = 0.0274 samples = 72 value = [71, 1] class = negative 7->9 10 avg_glucose_level ≤ 97.725 gini = 0.1975 samples = 9 value = [8, 1] class = negative 9->10 15 gini = 0.0 samples = 63 value = [63, 0] class = negative 9->15 11 gini = 0.0 samples = 5 value = [5, 0] class = negative 10->11 12 avg_glucose_level ≤ 155.52 gini = 0.375 samples = 4 value = [3, 1] class = negative 10->12 13 gini = 0.0 samples = 1 value = [0, 1] class = positive 12->13 14 gini = 0.0 samples = 3 value = [3, 0] class = negative 12->14 17 avg_glucose_level ≤ 211.815 gini = 0.207 samples = 307 value = [271, 36] class = negative 16->17 144 avg_glucose_level ≤ 99.41 gini = 0.0487 samples = 120 value = [117, 3] class = negative 16->144 18 avg_glucose_level ≤ 211.36 gini = 0.2355 samples = 264 value = [228, 36] class = negative 17->18 143 gini = 0.0 samples = 43 value = [43, 0] class = negative 17->143 19 age ≤ 62.5 gini = 0.2307 samples = 263 value = [228, 35] class = negative 18->19 142 gini = 0.0 samples = 1 value = [0, 1] class = positive 18->142 20 avg_glucose_level ≤ 65.125 gini = 0.1892 samples = 208 value = [186, 22] class = negative 19->20 101 avg_glucose_level ≤ 133.4 gini = 0.361 samples = 55 value = [42, 13] class = negative 19->101 21 avg_glucose_level ≤ 62.8 gini = 0.5 samples = 4 value = [2, 2] class = negative 20->21 24 avg_glucose_level ≤ 111.165 gini = 0.1769 samples = 204 value = [184, 20] class = negative 20->24 22 gini = 0.0 samples = 2 value = [2, 0] class = negative 21->22 23 gini = 0.0 samples = 2 value = [0, 2] class = positive 21->23 25 heart_disease ≤ 0.5 gini = 0.1292 samples = 144 value = [134, 10] class = negative 24->25 72 avg_glucose_level ≤ 111.96 gini = 0.2778 samples = 60 value = [50, 10] class = negative 24->72 26 avg_glucose_level ≤ 80.03 gini = 0.1516 samples = 121 value = [111, 10] class = negative 25->26 71 gini = 0.0 samples = 23 value = [23, 0] class = negative 25->71 27 avg_glucose_level ≤ 79.855 gini = 0.2509 samples = 34 value = [29, 5] class = negative 26->27 48 age ≤ 53.5 gini = 0.1083 samples = 87 value = [82, 5] class = negative 26->48 28 age ≤ 57.5 gini = 0.213 samples = 33 value = [29, 4] class = negative 27->28 47 gini = 0.0 samples = 1 value = [0, 1] class = positive 27->47 29 avg_glucose_level ≤ 76.83 gini = 0.0868 samples = 22 value = [21, 1] class = negative 28->29 34 avg_glucose_level ≤ 71.735 gini = 0.3967 samples = 11 value = [8, 3] class = negative 28->34 30 gini = 0.0 samples = 16 value = [16, 0] class = negative 29->30 31 avg_glucose_level ≤ 77.245 gini = 0.2778 samples = 6 value = [5, 1] class = negative 29->31 32 gini = 0.0 samples = 1 value = [0, 1] class = positive 31->32 33 gini = 0.0 samples = 5 value = [5, 0] class = negative 31->33 35 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 34->35 40 smoking_status ≤ 0.5 gini = 0.2188 samples = 8 value = [7, 1] class = negative 34->40 36 avg_glucose_level ≤ 70.645 gini = 0.5 samples = 2 value = [1, 1] class = negative 35->36 39 gini = 0.0 samples = 1 value = [0, 1] class = positive 35->39 37 gini = 0.0 samples = 1 value = [1, 0] class = negative 36->37 38 gini = 0.0 samples = 1 value = [0, 1] class = positive 36->38 41 age ≤ 60.0 gini = 0.375 samples = 4 value = [3, 1] class = negative 40->41 46 gini = 0.0 samples = 4 value = [4, 0] class = negative 40->46 42 avg_glucose_level ≤ 74.21 gini = 0.5 samples = 2 value = [1, 1] class = negative 41->42 45 gini = 0.0 samples = 2 value = [2, 0] class = negative 41->45 43 gini = 0.0 samples = 1 value = [1, 0] class = negative 42->43 44 gini = 0.0 samples = 1 value = [0, 1] class = positive 42->44 49 avg_glucose_level ≤ 86.335 gini = 0.1769 samples = 51 value = [46, 5] class = negative 48->49 70 gini = 0.0 samples = 36 value = [36, 0] class = negative 48->70 50 gini = 0.0 samples = 12 value = [12, 0] class = negative 49->50 51 avg_glucose_level ≤ 86.94 gini = 0.2235 samples = 39 value = [34, 5] class = negative 49->51 52 gini = 0.0 samples = 1 value = [0, 1] class = positive 51->52 53 smoking_status ≤ 0.5 gini = 0.1884 samples = 38 value = [34, 4] class = negative 51->53 54 avg_glucose_level ≤ 91.695 gini = 0.3367 samples = 14 value = [11, 3] class = negative 53->54 65 ever_married ≤ 0.5 gini = 0.0799 samples = 24 value = [23, 1] class = negative 53->65 55 avg_glucose_level ≤ 90.0 gini = 0.5 samples = 4 value = [2, 2] class = negative 54->55 58 Residence_type ≤ 0.5 gini = 0.18 samples = 10 value = [9, 1] class = negative 54->58 56 gini = 0.0 samples = 2 value = [2, 0] class = negative 55->56 57 gini = 0.0 samples = 2 value = [0, 2] class = positive 55->57 59 avg_glucose_level ≤ 105.89 gini = 0.32 samples = 5 value = [4, 1] class = negative 58->59 64 gini = 0.0 samples = 5 value = [5, 0] class = negative 58->64 60 avg_glucose_level ≤ 102.69 gini = 0.5 samples = 2 value = [1, 1] class = negative 59->60 63 gini = 0.0 samples = 3 value = [3, 0] class = negative 59->63 61 gini = 0.0 samples = 1 value = [1, 0] class = negative 60->61 62 gini = 0.0 samples = 1 value = [0, 1] class = positive 60->62 66 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 65->66 69 gini = 0.0 samples = 22 value = [22, 0] class = negative 65->69 67 gini = 0.0 samples = 1 value = [1, 0] class = negative 66->67 68 gini = 0.0 samples = 1 value = [0, 1] class = positive 66->68 73 gini = 0.0 samples = 2 value = [0, 2] class = positive 72->73 74 avg_glucose_level ≤ 194.425 gini = 0.2378 samples = 58 value = [50, 8] class = negative 72->74 75 avg_glucose_level ≤ 174.7 gini = 0.3578 samples = 30 value = [23, 7] class = negative 74->75 96 age ≤ 60.5 gini = 0.0689 samples = 28 value = [27, 1] class = negative 74->96 76 smoking_status ≤ 0.5 gini = 0.1975 samples = 18 value = [16, 2] class = negative 75->76 87 avg_glucose_level ≤ 179.98 gini = 0.4861 samples = 12 value = [7, 5] class = negative 75->87 77 Residence_type ≤ 0.5 gini = 0.375 samples = 8 value = [6, 2] class = negative 76->77 86 gini = 0.0 samples = 10 value = [10, 0] class = negative 76->86 78 gini = 0.0 samples = 4 value = [4, 0] class = negative 77->78 79 gender ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 77->79 80 age ≤ 49.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 79->80 85 gini = 0.0 samples = 1 value = [0, 1] class = positive 79->85 81 gini = 0.0 samples = 1 value = [1, 0] class = negative 80->81 82 age ≤ 52.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 80->82 83 gini = 0.0 samples = 1 value = [0, 1] class = positive 82->83 84 gini = 0.0 samples = 1 value = [1, 0] class = negative 82->84 88 gini = 0.0 samples = 2 value = [0, 2] class = positive 87->88 89 avg_glucose_level ≤ 185.76 gini = 0.42 samples = 10 value = [7, 3] class = negative 87->89 90 gini = 0.0 samples = 4 value = [4, 0] class = negative 89->90 91 Residence_type ≤ 0.5 gini = 0.5 samples = 6 value = [3, 3] class = negative 89->91 92 gini = 0.0 samples = 2 value = [0, 2] class = positive 91->92 93 smoking_status ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 91->93 94 gini = 0.0 samples = 1 value = [0, 1] class = positive 93->94 95 gini = 0.0 samples = 3 value = [3, 0] class = negative 93->95 97 gini = 0.0 samples = 25 value = [25, 0] class = negative 96->97 98 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 96->98 99 gini = 0.0 samples = 2 value = [2, 0] class = negative 98->99 100 gini = 0.0 samples = 1 value = [0, 1] class = positive 98->100 102 avg_glucose_level ≤ 112.065 gini = 0.2832 samples = 41 value = [34, 7] class = negative 101->102 129 Residence_type ≤ 0.5 gini = 0.4898 samples = 14 value = [8, 6] class = negative 101->129 103 avg_glucose_level ≤ 111.84 gini = 0.327 samples = 34 value = [27, 7] class = negative 102->103 128 gini = 0.0 samples = 7 value = [7, 0] class = negative 102->128 104 avg_glucose_level ≤ 102.675 gini = 0.2975 samples = 33 value = [27, 6] class = negative 103->104 127 gini = 0.0 samples = 1 value = [0, 1] class = positive 103->127 105 avg_glucose_level ≤ 101.31 gini = 0.3457 samples = 27 value = [21, 6] class = negative 104->105 126 gini = 0.0 samples = 6 value = [6, 0] class = negative 104->126 106 gender ≤ 0.5 gini = 0.3107 samples = 26 value = [21, 5] class = negative 105->106 125 gini = 0.0 samples = 1 value = [0, 1] class = positive 105->125 107 avg_glucose_level ≤ 90.17 gini = 0.1327 samples = 14 value = [13, 1] class = negative 106->107 112 avg_glucose_level ≤ 66.59 gini = 0.4444 samples = 12 value = [8, 4] class = negative 106->112 108 gini = 0.0 samples = 10 value = [10, 0] class = negative 107->108 109 avg_glucose_level ≤ 92.355 gini = 0.375 samples = 4 value = [3, 1] class = negative 107->109 110 gini = 0.0 samples = 1 value = [0, 1] class = positive 109->110 111 gini = 0.0 samples = 3 value = [3, 0] class = negative 109->111 113 gini = 0.0 samples = 1 value = [0, 1] class = positive 112->113 114 smoking_status ≤ 0.5 gini = 0.3967 samples = 11 value = [8, 3] class = negative 112->114 115 gini = 0.0 samples = 3 value = [3, 0] class = negative 114->115 116 heart_disease ≤ 0.5 gini = 0.4688 samples = 8 value = [5, 3] class = negative 114->116 117 age ≤ 63.5 gini = 0.4082 samples = 7 value = [5, 2] class = negative 116->117 124 gini = 0.0 samples = 1 value = [0, 1] class = positive 116->124 118 gini = 0.0 samples = 1 value = [0, 1] class = positive 117->118 119 avg_glucose_level ≤ 69.78 gini = 0.2778 samples = 6 value = [5, 1] class = negative 117->119 120 age ≤ 64.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 119->120 123 gini = 0.0 samples = 4 value = [4, 0] class = negative 119->123 121 gini = 0.0 samples = 1 value = [1, 0] class = negative 120->121 122 gini = 0.0 samples = 1 value = [0, 1] class = positive 120->122 130 avg_glucose_level ≤ 196.255 gini = 0.42 samples = 10 value = [7, 3] class = negative 129->130 139 avg_glucose_level ≤ 185.725 gini = 0.375 samples = 4 value = [1, 3] class = positive 129->139 131 gini = 0.0 samples = 4 value = [4, 0] class = negative 130->131 132 avg_glucose_level ≤ 206.92 gini = 0.5 samples = 6 value = [3, 3] class = negative 130->132 133 gender ≤ 0.5 gini = 0.375 samples = 4 value = [1, 3] class = positive 132->133 138 gini = 0.0 samples = 2 value = [2, 0] class = negative 132->138 134 gini = 0.0 samples = 2 value = [0, 2] class = positive 133->134 135 avg_glucose_level ≤ 203.825 gini = 0.5 samples = 2 value = [1, 1] class = negative 133->135 136 gini = 0.0 samples = 1 value = [1, 0] class = negative 135->136 137 gini = 0.0 samples = 1 value = [0, 1] class = positive 135->137 140 gini = 0.0 samples = 3 value = [0, 3] class = positive 139->140 141 gini = 0.0 samples = 1 value = [1, 0] class = negative 139->141 145 gini = 0.0 samples = 54 value = [54, 0] class = negative 144->145 146 avg_glucose_level ≤ 99.7 gini = 0.0868 samples = 66 value = [63, 3] class = negative 144->146 147 gini = 0.0 samples = 1 value = [0, 1] class = positive 146->147 148 heart_disease ≤ 0.5 gini = 0.0596 samples = 65 value = [63, 2] class = negative 146->148 149 avg_glucose_level ≤ 182.815 gini = 0.0333 samples = 59 value = [58, 1] class = negative 148->149 154 Residence_type ≤ 0.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 148->154 150 avg_glucose_level ≤ 175.045 gini = 0.0868 samples = 22 value = [21, 1] class = negative 149->150 153 gini = 0.0 samples = 37 value = [37, 0] class = negative 149->153 151 gini = 0.0 samples = 21 value = [21, 0] class = negative 150->151 152 gini = 0.0 samples = 1 value = [0, 1] class = positive 150->152 155 gini = 0.0 samples = 5 value = [5, 0] class = negative 154->155 156 gini = 0.0 samples = 1 value = [0, 1] class = positive 154->156 158 age ≤ 33.5 gini = 0.0056 samples = 20866 value = [20807, 59] class = negative 157->158 465 heart_disease ≤ 0.5 gini = 0.0365 samples = 5650 value = [5545, 105] class = negative 157->465 159 avg_glucose_level ≤ 189.05 gini = 0.0003 samples = 11799 value = [11797, 2] class = negative 158->159 170 bmi ≤ 43.75 gini = 0.0125 samples = 9067 value = [9010, 57] class = negative 158->170 160 age ≤ 31.5 gini = 0.0002 samples = 11637 value = [11636, 1] class = negative 159->160 167 avg_glucose_level ≤ 189.16 gini = 0.0123 samples = 162 value = [161, 1] class = negative 159->167 161 gini = 0.0 samples = 10889 value = [10889, 0] class = negative 160->161 162 avg_glucose_level ≤ 76.135 gini = 0.0027 samples = 748 value = [747, 1] class = negative 160->162 163 avg_glucose_level ≤ 76.085 gini = 0.0115 samples = 173 value = [172, 1] class = negative 162->163 166 gini = 0.0 samples = 575 value = [575, 0] class = negative 162->166 164 gini = 0.0 samples = 172 value = [172, 0] class = negative 163->164 165 gini = 0.0 samples = 1 value = [0, 1] class = positive 163->165 168 gini = 0.0 samples = 1 value = [0, 1] class = positive 167->168 169 gini = 0.0 samples = 161 value = [161, 0] class = negative 167->169 171 Residence_type ≤ 0.5 gini = 0.0113 samples = 8479 value = [8431, 48] class = negative 170->171 416 avg_glucose_level ≤ 214.895 gini = 0.0301 samples = 588 value = [579, 9] class = negative 170->416 172 avg_glucose_level ≤ 239.57 gini = 0.0066 samples = 4198 value = [4184, 14] class = negative 171->172 253 hypertension ≤ 0.5 gini = 0.0158 samples = 4281 value = [4247, 34] class = negative 171->253 173 bmi ≤ 32.45 gini = 0.0062 samples = 4167 value = [4154, 13] class = negative 172->173 250 age ≤ 35.0 gini = 0.0624 samples = 31 value = [30, 1] class = negative 172->250 174 bmi ≤ 30.15 gini = 0.0091 samples = 2850 value = [2837, 13] class = negative 173->174 249 gini = 0.0 samples = 1317 value = [1317, 0] class = negative 173->249 175 bmi ≤ 25.35 gini = 0.0044 samples = 2279 value = [2274, 5] class = negative 174->175 210 age ≤ 47.5 gini = 0.0276 samples = 571 value = [563, 8] class = negative 174->210 176 gini = 0.0 samples = 969 value = [969, 0] class = negative 175->176 177 bmi ≤ 25.45 gini = 0.0076 samples = 1310 value = [1305, 5] class = negative 175->177 178 gender ≤ 0.5 gini = 0.1107 samples = 17 value = [16, 1] class = negative 177->178 185 bmi ≤ 25.65 gini = 0.0062 samples = 1293 value = [1289, 4] class = negative 177->185 179 gini = 0.0 samples = 12 value = [12, 0] class = negative 178->179 180 age ≤ 41.0 gini = 0.32 samples = 5 value = [4, 1] class = negative 178->180 181 gini = 0.0 samples = 3 value = [3, 0] class = negative 180->181 182 ever_married ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 180->182 183 gini = 0.0 samples = 1 value = [1, 0] class = negative 182->183 184 gini = 0.0 samples = 1 value = [0, 1] class = positive 182->184 186 avg_glucose_level ≤ 130.25 gini = 0.0364 samples = 54 value = [53, 1] class = negative 185->186 191 avg_glucose_level ≤ 83.72 gini = 0.0048 samples = 1239 value = [1236, 3] class = negative 185->191 187 gini = 0.0 samples = 48 value = [48, 0] class = negative 186->187 188 avg_glucose_level ≤ 141.445 gini = 0.2778 samples = 6 value = [5, 1] class = negative 186->188 189 gini = 0.0 samples = 1 value = [0, 1] class = positive 188->189 190 gini = 0.0 samples = 5 value = [5, 0] class = negative 188->190 192 gini = 0.0 samples = 475 value = [475, 0] class = negative 191->192 193 avg_glucose_level ≤ 83.78 gini = 0.0078 samples = 764 value = [761, 3] class = negative 191->193 194 gini = 0.0 samples = 1 value = [0, 1] class = positive 193->194 195 age ≤ 51.5 gini = 0.0052 samples = 763 value = [761, 2] class = negative 193->195 196 avg_glucose_level ≤ 113.895 gini = 0.003 samples = 675 value = [674, 1] class = negative 195->196 201 bmi ≤ 26.45 gini = 0.0225 samples = 88 value = [87, 1] class = negative 195->201 197 gini = 0.0 samples = 463 value = [463, 0] class = negative 196->197 198 avg_glucose_level ≤ 113.965 gini = 0.0094 samples = 212 value = [211, 1] class = negative 196->198 199 gini = 0.0 samples = 1 value = [0, 1] class = positive 198->199 200 gini = 0.0 samples = 211 value = [211, 0] class = negative 198->200 202 bmi ≤ 26.35 gini = 0.074 samples = 26 value = [25, 1] class = negative 201->202 209 gini = 0.0 samples = 62 value = [62, 0] class = negative 201->209 203 gini = 0.0 samples = 23 value = [23, 0] class = negative 202->203 204 avg_glucose_level ≤ 90.895 gini = 0.4444 samples = 3 value = [2, 1] class = negative 202->204 205 gini = 0.0 samples = 1 value = [1, 0] class = negative 204->205 206 avg_glucose_level ≤ 131.905 gini = 0.5 samples = 2 value = [1, 1] class = negative 204->206 207 gini = 0.0 samples = 1 value = [0, 1] class = positive 206->207 208 gini = 0.0 samples = 1 value = [1, 0] class = negative 206->208 211 bmi ≤ 30.25 gini = 0.0106 samples = 377 value = [375, 2] class = negative 210->211 222 bmi ≤ 32.35 gini = 0.0599 samples = 194 value = [188, 6] class = negative 210->222 212 age ≤ 44.5 gini = 0.0997 samples = 19 value = [18, 1] class = negative 211->212 217 avg_glucose_level ≤ 76.285 gini = 0.0056 samples = 358 value = [357, 1] class = negative 211->217 213 gini = 0.0 samples = 17 value = [17, 0] class = negative 212->213 214 avg_glucose_level ≤ 84.485 gini = 0.5 samples = 2 value = [1, 1] class = negative 212->214 215 gini = 0.0 samples = 1 value = [1, 0] class = negative 214->215 216 gini = 0.0 samples = 1 value = [0, 1] class = positive 214->216 218 avg_glucose_level ≤ 76.16 gini = 0.0235 samples = 84 value = [83, 1] class = negative 217->218 221 gini = 0.0 samples = 274 value = [274, 0] class = negative 217->221 219 gini = 0.0 samples = 83 value = [83, 0] class = negative 218->219 220 gini = 0.0 samples = 1 value = [0, 1] class = positive 218->220 223 avg_glucose_level ≤ 57.665 gini = 0.0518 samples = 188 value = [183, 5] class = negative 222->223 246 avg_glucose_level ≤ 72.39 gini = 0.2778 samples = 6 value = [5, 1] class = negative 222->246 224 avg_glucose_level ≤ 57.48 gini = 0.2188 samples = 8 value = [7, 1] class = negative 223->224 227 avg_glucose_level ≤ 102.15 gini = 0.0435 samples = 180 value = [176, 4] class = negative 223->227 225 gini = 0.0 samples = 7 value = [7, 0] class = negative 224->225 226 gini = 0.0 samples = 1 value = [0, 1] class = positive 224->226 228 hypertension ≤ 0.5 gini = 0.0171 samples = 116 value = [115, 1] class = negative 227->228 235 avg_glucose_level ≤ 102.18 gini = 0.0894 samples = 64 value = [61, 3] class = negative 227->235 229 gini = 0.0 samples = 103 value = [103, 0] class = negative 228->229 230 avg_glucose_level ≤ 73.91 gini = 0.142 samples = 13 value = [12, 1] class = negative 228->230 231 heart_disease ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 230->231 234 gini = 0.0 samples = 11 value = [11, 0] class = negative 230->234 232 gini = 0.0 samples = 1 value = [0, 1] class = positive 231->232 233 gini = 0.0 samples = 1 value = [1, 0] class = negative 231->233 236 gini = 0.0 samples = 1 value = [0, 1] class = positive 235->236 237 ever_married ≤ 0.5 gini = 0.0615 samples = 63 value = [61, 2] class = negative 235->237 238 age ≤ 50.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 237->238 241 avg_glucose_level ≤ 170.375 gini = 0.0328 samples = 60 value = [59, 1] class = negative 237->241 239 gini = 0.0 samples = 1 value = [0, 1] class = positive 238->239 240 gini = 0.0 samples = 2 value = [2, 0] class = negative 238->240 242 gini = 0.0 samples = 45 value = [45, 0] class = negative 241->242 243 avg_glucose_level ≤ 178.515 gini = 0.1244 samples = 15 value = [14, 1] class = negative 241->243 244 gini = 0.0 samples = 1 value = [0, 1] class = positive 243->244 245 gini = 0.0 samples = 14 value = [14, 0] class = negative 243->245 247 gini = 0.0 samples = 1 value = [0, 1] class = positive 246->247 248 gini = 0.0 samples = 5 value = [5, 0] class = negative 246->248 251 gini = 0.0 samples = 1 value = [0, 1] class = positive 250->251 252 gini = 0.0 samples = 30 value = [30, 0] class = negative 250->252 254 ever_married ≤ 0.5 gini = 0.0135 samples = 3975 value = [3948, 27] class = negative 253->254 381 avg_glucose_level ≤ 88.22 gini = 0.0447 samples = 306 value = [299, 7] class = negative 253->381 255 avg_glucose_level ≤ 85.975 gini = 0.0271 samples = 509 value = [502, 7] class = negative 254->255 288 avg_glucose_level ≤ 171.08 gini = 0.0115 samples = 3466 value = [3446, 20] class = negative 254->288 256 avg_glucose_level ≤ 85.93 gini = 0.0588 samples = 231 value = [224, 7] class = negative 255->256 287 gini = 0.0 samples = 278 value = [278, 0] class = negative 255->287 257 avg_glucose_level ≤ 85.245 gini = 0.051 samples = 229 value = [223, 6] class = negative 256->257 284 age ≤ 39.0 gini = 0.5 samples = 2 value = [1, 1] class = negative 256->284 258 avg_glucose_level ≤ 82.275 gini = 0.0438 samples = 223 value = [218, 5] class = negative 257->258 281 avg_glucose_level ≤ 85.425 gini = 0.2778 samples = 6 value = [5, 1] class = negative 257->281 259 bmi ≤ 21.15 gini = 0.0321 samples = 184 value = [181, 3] class = negative 258->259 274 avg_glucose_level ≤ 82.315 gini = 0.0973 samples = 39 value = [37, 2] class = negative 258->274 260 bmi ≤ 21.05 gini = 0.1653 samples = 11 value = [10, 1] class = negative 259->260 263 bmi ≤ 37.75 gini = 0.0229 samples = 173 value = [171, 2] class = negative 259->263 261 gini = 0.0 samples = 10 value = [10, 0] class = negative 260->261 262 gini = 0.0 samples = 1 value = [0, 1] class = positive 260->262 264 avg_glucose_level ≤ 61.66 gini = 0.0125 samples = 159 value = [158, 1] class = negative 263->264 269 bmi ≤ 38.1 gini = 0.1327 samples = 14 value = [13, 1] class = negative 263->269 265 avg_glucose_level ≤ 61.235 gini = 0.0907 samples = 21 value = [20, 1] class = negative 264->265 268 gini = 0.0 samples = 138 value = [138, 0] class = negative 264->268 266 gini = 0.0 samples = 20 value = [20, 0] class = negative 265->266 267 gini = 0.0 samples = 1 value = [0, 1] class = positive 265->267 270 avg_glucose_level ≤ 71.94 gini = 0.5 samples = 2 value = [1, 1] class = negative 269->270 273 gini = 0.0 samples = 12 value = [12, 0] class = negative 269->273 271 gini = 0.0 samples = 1 value = [1, 0] class = negative 270->271 272 gini = 0.0 samples = 1 value = [0, 1] class = positive 270->272 275 gini = 0.0 samples = 1 value = [0, 1] class = positive 274->275 276 age ≤ 47.5 gini = 0.0512 samples = 38 value = [37, 1] class = negative 274->276 277 gini = 0.0 samples = 32 value = [32, 0] class = negative 276->277 278 age ≤ 48.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 276->278 279 gini = 0.0 samples = 1 value = [0, 1] class = positive 278->279 280 gini = 0.0 samples = 5 value = [5, 0] class = negative 278->280 282 gini = 0.0 samples = 1 value = [0, 1] class = positive 281->282 283 gini = 0.0 samples = 5 value = [5, 0] class = negative 281->283 285 gini = 0.0 samples = 1 value = [0, 1] class = positive 284->285 286 gini = 0.0 samples = 1 value = [1, 0] class = negative 284->286 289 age ≤ 44.5 gini = 0.0098 samples = 3256 value = [3240, 16] class = negative 288->289 366 avg_glucose_level ≤ 171.495 gini = 0.0374 samples = 210 value = [206, 4] class = negative 288->366 290 heart_disease ≤ 0.5 gini = 0.0049 samples = 1613 value = [1609, 4] class = negative 289->290 309 avg_glucose_level ≤ 106.325 gini = 0.0145 samples = 1643 value = [1631, 12] class = negative 289->309 291 avg_glucose_level ≤ 120.3 gini = 0.0037 samples = 1602 value = [1599, 3] class = negative 290->291 304 age ≤ 40.0 gini = 0.1653 samples = 11 value = [10, 1] class = negative 290->304 292 avg_glucose_level ≤ 97.75 gini = 0.0014 samples = 1445 value = [1444, 1] class = negative 291->292 297 avg_glucose_level ≤ 120.475 gini = 0.0252 samples = 157 value = [155, 2] class = negative 291->297 293 gini = 0.0 samples = 1091 value = [1091, 0] class = negative 292->293 294 avg_glucose_level ≤ 97.765 gini = 0.0056 samples = 354 value = [353, 1] class = negative 292->294 295 gini = 0.0 samples = 1 value = [0, 1] class = positive 294->295 296 gini = 0.0 samples = 353 value = [353, 0] class = negative 294->296 298 gini = 0.0 samples = 1 value = [0, 1] class = positive 297->298 299 avg_glucose_level ≤ 121.315 gini = 0.0127 samples = 156 value = [155, 1] class = negative 297->299 300 avg_glucose_level ≤ 121.21 gini = 0.375 samples = 4 value = [3, 1] class = negative 299->300 303 gini = 0.0 samples = 152 value = [152, 0] class = negative 299->303 301 gini = 0.0 samples = 3 value = [3, 0] class = negative 300->301 302 gini = 0.0 samples = 1 value = [0, 1] class = positive 300->302 305 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 304->305 308 gini = 0.0 samples = 9 value = [9, 0] class = negative 304->308 306 gini = 0.0 samples = 1 value = [0, 1] class = positive 305->306 307 gini = 0.0 samples = 1 value = [1, 0] class = negative 305->307 310 avg_glucose_level ≤ 106.275 gini = 0.0182 samples = 1303 value = [1291, 12] class = negative 309->310 365 gini = 0.0 samples = 340 value = [340, 0] class = negative 309->365 311 avg_glucose_level ≤ 85.875 gini = 0.0168 samples = 1301 value = [1290, 11] class = negative 310->311 362 bmi ≤ 26.8 gini = 0.5 samples = 2 value = [1, 1] class = negative 310->362 312 bmi ≤ 20.6 gini = 0.0081 samples = 742 value = [739, 3] class = negative 311->312 327 avg_glucose_level ≤ 85.905 gini = 0.0282 samples = 559 value = [551, 8] class = negative 311->327 313 bmi ≤ 20.45 gini = 0.0713 samples = 27 value = [26, 1] class = negative 312->313 318 avg_glucose_level ≤ 68.355 gini = 0.0056 samples = 715 value = [713, 2] class = negative 312->318 314 gini = 0.0 samples = 25 value = [25, 0] class = negative 313->314 315 age ≤ 49.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 313->315 316 gini = 0.0 samples = 1 value = [0, 1] class = positive 315->316 317 gini = 0.0 samples = 1 value = [1, 0] class = negative 315->317 319 avg_glucose_level ≤ 68.345 gini = 0.0175 samples = 226 value = [224, 2] class = negative 318->319 326 gini = 0.0 samples = 489 value = [489, 0] class = negative 318->326 320 avg_glucose_level ≤ 60.945 gini = 0.0088 samples = 225 value = [224, 1] class = negative 319->320 325 gini = 0.0 samples = 1 value = [0, 1] class = positive 319->325 321 avg_glucose_level ≤ 60.9 gini = 0.0241 samples = 82 value = [81, 1] class = negative 320->321 324 gini = 0.0 samples = 143 value = [143, 0] class = negative 320->324 322 gini = 0.0 samples = 81 value = [81, 0] class = negative 321->322 323 gini = 0.0 samples = 1 value = [0, 1] class = positive 321->323 328 bmi ≤ 26.15 gini = 0.4444 samples = 3 value = [2, 1] class = negative 327->328 331 bmi ≤ 39.25 gini = 0.0249 samples = 556 value = [549, 7] class = negative 327->331 329 gini = 0.0 samples = 1 value = [0, 1] class = positive 328->329 330 gini = 0.0 samples = 2 value = [2, 0] class = negative 328->330 332 age ≤ 45.5 gini = 0.0192 samples = 517 value = [512, 5] class = negative 331->332 357 bmi ≤ 39.45 gini = 0.0973 samples = 39 value = [37, 2] class = negative 331->357 333 bmi ≤ 28.9 gini = 0.0726 samples = 53 value = [51, 2] class = negative 332->333 342 bmi ≤ 27.05 gini = 0.0128 samples = 464 value = [461, 3] class = negative 332->342 334 gini = 0.0 samples = 28 value = [28, 0] class = negative 333->334 335 bmi ≤ 29.25 gini = 0.1472 samples = 25 value = [23, 2] class = negative 333->335 336 gini = 0.0 samples = 1 value = [0, 1] class = positive 335->336 337 avg_glucose_level ≤ 95.625 gini = 0.0799 samples = 24 value = [23, 1] class = negative 335->337 338 gini = 0.0 samples = 14 value = [14, 0] class = negative 337->338 339 avg_glucose_level ≤ 96.96 gini = 0.18 samples = 10 value = [9, 1] class = negative 337->339 340 gini = 0.0 samples = 1 value = [0, 1] class = positive 339->340 341 gini = 0.0 samples = 9 value = [9, 0] class = negative 339->341 343 bmi ≤ 26.95 gini = 0.0317 samples = 186 value = [183, 3] class = negative 342->343 356 gini = 0.0 samples = 278 value = [278, 0] class = negative 342->356 344 avg_glucose_level ≤ 88.74 gini = 0.011 samples = 181 value = [180, 1] class = negative 343->344 349 avg_glucose_level ≤ 90.335 gini = 0.48 samples = 5 value = [3, 2] class = negative 343->349 345 avg_glucose_level ≤ 88.66 gini = 0.0713 samples = 27 value = [26, 1] class = negative 344->345 348 gini = 0.0 samples = 154 value = [154, 0] class = negative 344->348 346 gini = 0.0 samples = 26 value = [26, 0] class = negative 345->346 347 gini = 0.0 samples = 1 value = [0, 1] class = positive 345->347 350 gini = 0.0 samples = 2 value = [2, 0] class = negative 349->350 351 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 349->351 352 avg_glucose_level ≤ 93.585 gini = 0.5 samples = 2 value = [1, 1] class = negative 351->352 355 gini = 0.0 samples = 1 value = [0, 1] class = positive 351->355 353 gini = 0.0 samples = 1 value = [0, 1] class = positive 352->353 354 gini = 0.0 samples = 1 value = [1, 0] class = negative 352->354 358 gini = 0.0 samples = 1 value = [0, 1] class = positive 357->358 359 avg_glucose_level ≤ 87.105 gini = 0.0512 samples = 38 value = [37, 1] class = negative 357->359 360 gini = 0.0 samples = 1 value = [0, 1] class = positive 359->360 361 gini = 0.0 samples = 37 value = [37, 0] class = negative 359->361 363 gini = 0.0 samples = 1 value = [1, 0] class = negative 362->363 364 gini = 0.0 samples = 1 value = [0, 1] class = positive 362->364 367 gini = 0.0 samples = 1 value = [0, 1] class = positive 366->367 368 bmi ≤ 21.45 gini = 0.0283 samples = 209 value = [206, 3] class = negative 366->368 369 bmi ≤ 20.9 gini = 0.2449 samples = 7 value = [6, 1] class = negative 368->369 372 avg_glucose_level ≤ 204.675 gini = 0.0196 samples = 202 value = [200, 2] class = negative 368->372 370 gini = 0.0 samples = 6 value = [6, 0] class = negative 369->370 371 gini = 0.0 samples = 1 value = [0, 1] class = positive 369->371 373 avg_glucose_level ≤ 204.345 gini = 0.0506 samples = 77 value = [75, 2] class = negative 372->373 380 gini = 0.0 samples = 125 value = [125, 0] class = negative 372->380 374 bmi ≤ 34.25 gini = 0.026 samples = 76 value = [75, 1] class = negative 373->374 379 gini = 0.0 samples = 1 value = [0, 1] class = positive 373->379 375 gini = 0.0 samples = 56 value = [56, 0] class = negative 374->375 376 bmi ≤ 34.4 gini = 0.095 samples = 20 value = [19, 1] class = negative 374->376 377 gini = 0.0 samples = 1 value = [0, 1] class = positive 376->377 378 gini = 0.0 samples = 19 value = [19, 0] class = negative 376->378 382 avg_glucose_level ≤ 88.185 gini = 0.0818 samples = 117 value = [112, 5] class = negative 381->382 403 bmi ≤ 42.45 gini = 0.0209 samples = 189 value = [187, 2] class = negative 381->403 383 bmi ≤ 36.45 gini = 0.0666 samples = 116 value = [112, 4] class = negative 382->383 402 gini = 0.0 samples = 1 value = [0, 1] class = positive 382->402 384 avg_glucose_level ≤ 59.585 gini = 0.0408 samples = 96 value = [94, 2] class = negative 383->384 395 avg_glucose_level ≤ 85.395 gini = 0.18 samples = 20 value = [18, 2] class = negative 383->395 385 avg_glucose_level ≤ 58.745 gini = 0.2778 samples = 6 value = [5, 1] class = negative 384->385 388 bmi ≤ 28.75 gini = 0.022 samples = 90 value = [89, 1] class = negative 384->388 386 gini = 0.0 samples = 5 value = [5, 0] class = negative 385->386 387 gini = 0.0 samples = 1 value = [0, 1] class = positive 385->387 389 bmi ≤ 28.65 gini = 0.0644 samples = 30 value = [29, 1] class = negative 388->389 394 gini = 0.0 samples = 60 value = [60, 0] class = negative 388->394 390 gini = 0.0 samples = 27 value = [27, 0] class = negative 389->390 391 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 389->391 392 gini = 0.0 samples = 2 value = [2, 0] class = negative 391->392 393 gini = 0.0 samples = 1 value = [0, 1] class = positive 391->393 396 avg_glucose_level ≤ 81.74 gini = 0.0997 samples = 19 value = [18, 1] class = negative 395->396 401 gini = 0.0 samples = 1 value = [0, 1] class = positive 395->401 397 gini = 0.0 samples = 14 value = [14, 0] class = negative 396->397 398 avg_glucose_level ≤ 82.58 gini = 0.32 samples = 5 value = [4, 1] class = negative 396->398 399 gini = 0.0 samples = 1 value = [0, 1] class = positive 398->399 400 gini = 0.0 samples = 4 value = [4, 0] class = negative 398->400 404 heart_disease ≤ 0.5 gini = 0.011 samples = 181 value = [180, 1] class = negative 403->404 411 age ≤ 50.5 gini = 0.2188 samples = 8 value = [7, 1] class = negative 403->411 405 gini = 0.0 samples = 171 value = [171, 0] class = negative 404->405 406 bmi ≤ 30.1 gini = 0.18 samples = 10 value = [9, 1] class = negative 404->406 407 bmi ≤ 28.8 gini = 0.4444 samples = 3 value = [2, 1] class = negative 406->407 410 gini = 0.0 samples = 7 value = [7, 0] class = negative 406->410 408 gini = 0.0 samples = 2 value = [2, 0] class = negative 407->408 409 gini = 0.0 samples = 1 value = [0, 1] class = positive 407->409 412 gini = 0.0 samples = 6 value = [6, 0] class = negative 411->412 413 age ≤ 51.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 411->413 414 gini = 0.0 samples = 1 value = [0, 1] class = positive 413->414 415 gini = 0.0 samples = 1 value = [1, 0] class = negative 413->415 417 heart_disease ≤ 0.5 gini = 0.0225 samples = 528 value = [522, 6] class = negative 416->417 452 bmi ≤ 43.95 gini = 0.095 samples = 60 value = [57, 3] class = negative 416->452 418 age ≤ 43.5 gini = 0.0192 samples = 516 value = [511, 5] class = negative 417->418 447 age ≤ 51.5 gini = 0.1528 samples = 12 value = [11, 1] class = negative 417->447 419 age ≤ 41.5 gini = 0.0365 samples = 269 value = [264, 5] class = negative 418->419 446 gini = 0.0 samples = 247 value = [247, 0] class = negative 418->446 420 bmi ≤ 50.8 gini = 0.0183 samples = 217 value = [215, 2] class = negative 419->420 431 bmi ≤ 44.2 gini = 0.1087 samples = 52 value = [49, 3] class = negative 419->431 421 gini = 0.0 samples = 146 value = [146, 0] class = negative 420->421 422 bmi ≤ 50.95 gini = 0.0548 samples = 71 value = [69, 2] class = negative 420->422 423 avg_glucose_level ≤ 100.46 gini = 0.5 samples = 2 value = [1, 1] class = negative 422->423 426 avg_glucose_level ≤ 107.94 gini = 0.0286 samples = 69 value = [68, 1] class = negative 422->426 424 gini = 0.0 samples = 1 value = [0, 1] class = positive 423->424 425 gini = 0.0 samples = 1 value = [1, 0] class = negative 423->425 427 gini = 0.0 samples = 50 value = [50, 0] class = negative 426->427 428 avg_glucose_level ≤ 108.83 gini = 0.0997 samples = 19 value = [18, 1] class = negative 426->428 429 gini = 0.0 samples = 1 value = [0, 1] class = positive 428->429 430 gini = 0.0 samples = 18 value = [18, 0] class = negative 428->430 432 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 431->432 435 gender ≤ 0.5 gini = 0.0768 samples = 50 value = [48, 2] class = negative 431->435 433 gini = 0.0 samples = 1 value = [1, 0] class = negative 432->433 434 gini = 0.0 samples = 1 value = [0, 1] class = positive 432->434 436 gini = 0.0 samples = 30 value = [30, 0] class = negative 435->436 437 bmi ≤ 47.7 gini = 0.18 samples = 20 value = [18, 2] class = negative 435->437 438 bmi ≤ 45.85 gini = 0.32 samples = 10 value = [8, 2] class = negative 437->438 445 gini = 0.0 samples = 10 value = [10, 0] class = negative 437->445 439 gini = 0.0 samples = 7 value = [7, 0] class = negative 438->439 440 avg_glucose_level ≤ 81.53 gini = 0.4444 samples = 3 value = [1, 2] class = positive 438->440 441 gini = 0.0 samples = 1 value = [0, 1] class = positive 440->441 442 bmi ≤ 46.05 gini = 0.5 samples = 2 value = [1, 1] class = negative 440->442 443 gini = 0.0 samples = 1 value = [0, 1] class = positive 442->443 444 gini = 0.0 samples = 1 value = [1, 0] class = negative 442->444 448 gini = 0.0 samples = 9 value = [9, 0] class = negative 447->448 449 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 447->449 450 gini = 0.0 samples = 1 value = [0, 1] class = positive 449->450 451 gini = 0.0 samples = 2 value = [2, 0] class = negative 449->451 453 gini = 0.0 samples = 1 value = [0, 1] class = positive 452->453 454 bmi ≤ 56.5 gini = 0.0655 samples = 59 value = [57, 2] class = negative 452->454 455 age ≤ 51.5 gini = 0.0384 samples = 51 value = [50, 1] class = negative 454->455 462 bmi ≤ 56.7 gini = 0.2188 samples = 8 value = [7, 1] class = negative 454->462 456 gini = 0.0 samples = 38 value = [38, 0] class = negative 455->456 457 hypertension ≤ 0.5 gini = 0.142 samples = 13 value = [12, 1] class = negative 455->457 458 gini = 0.0 samples = 9 value = [9, 0] class = negative 457->458 459 Residence_type ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 457->459 460 gini = 0.0 samples = 3 value = [3, 0] class = negative 459->460 461 gini = 0.0 samples = 1 value = [0, 1] class = positive 459->461 463 gini = 0.0 samples = 1 value = [0, 1] class = positive 462->463 464 gini = 0.0 samples = 7 value = [7, 0] class = negative 462->464 466 avg_glucose_level ≤ 142.065 gini = 0.0318 samples = 5262 value = [5177, 85] class = negative 465->466 859 avg_glucose_level ≤ 251.08 gini = 0.0978 samples = 388 value = [368, 20] class = negative 465->859 467 hypertension ≤ 0.5 gini = 0.0234 samples = 4142 value = [4093, 49] class = negative 466->467 706 avg_glucose_level ≤ 142.11 gini = 0.0622 samples = 1120 value = [1084, 36] class = negative 466->706 468 smoking_status ≤ 0.5 gini = 0.0192 samples = 3616 value = [3581, 35] class = negative 467->468 639 age ≤ 65.5 gini = 0.0518 samples = 526 value = [512, 14] class = negative 467->639 469 age ≤ 59.5 gini = 0.0102 samples = 2145 value = [2134, 11] class = negative 468->469 526 age ≤ 57.5 gini = 0.0321 samples = 1471 value = [1447, 24] class = negative 468->526 470 age ≤ 57.5 gini = 0.0157 samples = 1138 value = [1129, 9] class = negative 469->470 515 avg_glucose_level ≤ 103.085 gini = 0.004 samples = 1007 value = [1005, 2] class = negative 469->515 471 avg_glucose_level ≤ 108.75 gini = 0.0102 samples = 779 value = [775, 4] class = negative 470->471 492 Residence_type ≤ 0.5 gini = 0.0275 samples = 359 value = [354, 5] class = negative 470->492 472 bmi ≤ 25.65 gini = 0.0061 samples = 656 value = [654, 2] class = negative 471->472 485 avg_glucose_level ≤ 108.86 gini = 0.032 samples = 123 value = [121, 2] class = negative 471->485 473 bmi ≤ 25.55 gini = 0.0267 samples = 148 value = [146, 2] class = negative 472->473 484 gini = 0.0 samples = 508 value = [508, 0] class = negative 472->484 474 avg_glucose_level ≤ 65.855 gini = 0.0141 samples = 141 value = [140, 1] class = negative 473->474 479 Residence_type ≤ 0.5 gini = 0.2449 samples = 7 value = [6, 1] class = negative 473->479 475 avg_glucose_level ≤ 65.755 gini = 0.0799 samples = 24 value = [23, 1] class = negative 474->475 478 gini = 0.0 samples = 117 value = [117, 0] class = negative 474->478 476 gini = 0.0 samples = 23 value = [23, 0] class = negative 475->476 477 gini = 0.0 samples = 1 value = [0, 1] class = positive 475->477 480 avg_glucose_level ≤ 86.615 gini = 0.5 samples = 2 value = [1, 1] class = negative 479->480 483 gini = 0.0 samples = 5 value = [5, 0] class = negative 479->483 481 gini = 0.0 samples = 1 value = [1, 0] class = negative 480->481 482 gini = 0.0 samples = 1 value = [0, 1] class = positive 480->482 486 gini = 0.0 samples = 1 value = [0, 1] class = positive 485->486 487 avg_glucose_level ≤ 110.645 gini = 0.0163 samples = 122 value = [121, 1] class = negative 485->487 488 avg_glucose_level ≤ 110.405 gini = 0.1172 samples = 16 value = [15, 1] class = negative 487->488 491 gini = 0.0 samples = 106 value = [106, 0] class = negative 487->491 489 gini = 0.0 samples = 15 value = [15, 0] class = negative 488->489 490 gini = 0.0 samples = 1 value = [0, 1] class = positive 488->490 493 ever_married ≤ 0.5 gini = 0.0104 samples = 192 value = [191, 1] class = negative 492->493 498 avg_glucose_level ≤ 80.42 gini = 0.0468 samples = 167 value = [163, 4] class = negative 492->498 494 gender ≤ 0.5 gini = 0.1107 samples = 17 value = [16, 1] class = negative 493->494 497 gini = 0.0 samples = 175 value = [175, 0] class = negative 493->497 495 gini = 0.0 samples = 16 value = [16, 0] class = negative 494->495 496 gini = 0.0 samples = 1 value = [0, 1] class = positive 494->496 499 avg_glucose_level ≤ 79.165 gini = 0.1031 samples = 55 value = [52, 3] class = negative 498->499 510 avg_glucose_level ≤ 102.355 gini = 0.0177 samples = 112 value = [111, 1] class = negative 498->510 500 avg_glucose_level ≤ 63.105 gini = 0.0377 samples = 52 value = [51, 1] class = negative 499->500 505 age ≤ 58.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 499->505 501 avg_glucose_level ≤ 62.24 gini = 0.18 samples = 10 value = [9, 1] class = negative 500->501 504 gini = 0.0 samples = 42 value = [42, 0] class = negative 500->504 502 gini = 0.0 samples = 9 value = [9, 0] class = negative 501->502 503 gini = 0.0 samples = 1 value = [0, 1] class = positive 501->503 506 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 505->506 509 gini = 0.0 samples = 1 value = [0, 1] class = positive 505->509 507 gini = 0.0 samples = 1 value = [0, 1] class = positive 506->507 508 gini = 0.0 samples = 1 value = [1, 0] class = negative 506->508 511 gini = 0.0 samples = 73 value = [73, 0] class = negative 510->511 512 avg_glucose_level ≤ 102.895 gini = 0.05 samples = 39 value = [38, 1] class = negative 510->512 513 gini = 0.0 samples = 1 value = [0, 1] class = positive 512->513 514 gini = 0.0 samples = 38 value = [38, 0] class = negative 512->514 516 gini = 0.0 samples = 770 value = [770, 0] class = negative 515->516 517 avg_glucose_level ≤ 103.185 gini = 0.0167 samples = 237 value = [235, 2] class = negative 515->517 518 gini = 0.0 samples = 1 value = [0, 1] class = positive 517->518 519 bmi ≤ 30.8 gini = 0.0084 samples = 236 value = [235, 1] class = negative 517->519 520 gini = 0.0 samples = 145 value = [145, 0] class = negative 519->520 521 bmi ≤ 31.05 gini = 0.0217 samples = 91 value = [90, 1] class = negative 519->521 522 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 521->522 525 gini = 0.0 samples = 89 value = [89, 0] class = negative 521->525 523 gini = 0.0 samples = 1 value = [0, 1] class = positive 522->523 524 gini = 0.0 samples = 1 value = [1, 0] class = negative 522->524 527 age ≤ 54.5 gini = 0.0148 samples = 536 value = [532, 4] class = negative 526->527 554 age ≤ 59.5 gini = 0.0419 samples = 935 value = [915, 20] class = negative 526->554 528 bmi ≤ 31.3 gini = 0.0414 samples = 142 value = [139, 3] class = negative 527->528 543 bmi ≤ 32.85 gini = 0.0051 samples = 394 value = [393, 1] class = negative 527->543 529 bmi ≤ 31.05 gini = 0.0659 samples = 88 value = [85, 3] class = negative 528->529 542 gini = 0.0 samples = 54 value = [54, 0] class = negative 528->542 530 bmi ≤ 27.25 gini = 0.0449 samples = 87 value = [85, 2] class = negative 529->530 541 gini = 0.0 samples = 1 value = [0, 1] class = positive 529->541 531 gini = 0.0 samples = 45 value = [45, 0] class = negative 530->531 532 bmi ≤ 27.35 gini = 0.0907 samples = 42 value = [40, 2] class = negative 530->532 533 avg_glucose_level ≤ 113.43 gini = 0.5 samples = 2 value = [1, 1] class = negative 532->533 536 avg_glucose_level ≤ 70.2 gini = 0.0487 samples = 40 value = [39, 1] class = negative 532->536 534 gini = 0.0 samples = 1 value = [0, 1] class = positive 533->534 535 gini = 0.0 samples = 1 value = [1, 0] class = negative 533->535 537 avg_glucose_level ≤ 69.965 gini = 0.2778 samples = 6 value = [5, 1] class = negative 536->537 540 gini = 0.0 samples = 34 value = [34, 0] class = negative 536->540 538 gini = 0.0 samples = 5 value = [5, 0] class = negative 537->538 539 gini = 0.0 samples = 1 value = [0, 1] class = positive 537->539 544 gini = 0.0 samples = 279 value = [279, 0] class = negative 543->544 545 bmi ≤ 32.95 gini = 0.0172 samples = 115 value = [114, 1] class = negative 543->545 546 gender ≤ 0.5 gini = 0.32 samples = 5 value = [4, 1] class = negative 545->546 553 gini = 0.0 samples = 110 value = [110, 0] class = negative 545->553 547 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 546->547 552 gini = 0.0 samples = 2 value = [2, 0] class = negative 546->552 548 avg_glucose_level ≤ 109.78 gini = 0.5 samples = 2 value = [1, 1] class = negative 547->548 551 gini = 0.0 samples = 1 value = [1, 0] class = negative 547->551 549 gini = 0.0 samples = 1 value = [0, 1] class = positive 548->549 550 gini = 0.0 samples = 1 value = [1, 0] class = negative 548->550 555 gender ≤ 0.5 gini = 0.1062 samples = 231 value = [218, 13] class = negative 554->555 600 avg_glucose_level ≤ 137.055 gini = 0.0197 samples = 704 value = [697, 7] class = negative 554->600 556 bmi ≤ 20.75 gini = 0.062 samples = 125 value = [121, 4] class = negative 555->556 573 avg_glucose_level ≤ 75.035 gini = 0.1554 samples = 106 value = [97, 9] class = negative 555->573 557 bmi ≤ 20.35 gini = 0.32 samples = 5 value = [4, 1] class = negative 556->557 560 avg_glucose_level ≤ 106.81 gini = 0.0487 samples = 120 value = [117, 3] class = negative 556->560 558 gini = 0.0 samples = 4 value = [4, 0] class = negative 557->558 559 gini = 0.0 samples = 1 value = [0, 1] class = positive 557->559 561 avg_glucose_level ≤ 60.135 gini = 0.0198 samples = 100 value = [99, 1] class = negative 560->561 566 avg_glucose_level ≤ 107.72 gini = 0.18 samples = 20 value = [18, 2] class = negative 560->566 562 avg_glucose_level ≤ 59.77 gini = 0.1528 samples = 12 value = [11, 1] class = negative 561->562 565 gini = 0.0 samples = 88 value = [88, 0] class = negative 561->565 563 gini = 0.0 samples = 11 value = [11, 0] class = negative 562->563 564 gini = 0.0 samples = 1 value = [0, 1] class = positive 562->564 567 gini = 0.0 samples = 1 value = [0, 1] class = positive 566->567 568 bmi ≤ 24.55 gini = 0.0997 samples = 19 value = [18, 1] class = negative 566->568 569 bmi ≤ 23.65 gini = 0.2778 samples = 6 value = [5, 1] class = negative 568->569 572 gini = 0.0 samples = 13 value = [13, 0] class = negative 568->572 570 gini = 0.0 samples = 5 value = [5, 0] class = negative 569->570 571 gini = 0.0 samples = 1 value = [0, 1] class = positive 569->571 574 gini = 0.0 samples = 23 value = [23, 0] class = negative 573->574 575 avg_glucose_level ≤ 76.895 gini = 0.1934 samples = 83 value = [74, 9] class = negative 573->575 576 bmi ≤ 22.65 gini = 0.4444 samples = 3 value = [1, 2] class = positive 575->576 579 avg_glucose_level ≤ 83.605 gini = 0.1597 samples = 80 value = [73, 7] class = negative 575->579 577 gini = 0.0 samples = 1 value = [1, 0] class = negative 576->577 578 gini = 0.0 samples = 2 value = [0, 2] class = positive 576->578 580 gini = 0.0 samples = 16 value = [16, 0] class = negative 579->580 581 avg_glucose_level ≤ 87.755 gini = 0.1948 samples = 64 value = [57, 7] class = negative 579->581 582 bmi ≤ 30.2 gini = 0.4628 samples = 11 value = [7, 4] class = negative 581->582 589 bmi ≤ 31.8 gini = 0.1068 samples = 53 value = [50, 3] class = negative 581->589 583 bmi ≤ 24.8 gini = 0.48 samples = 5 value = [2, 3] class = positive 582->583 586 avg_glucose_level ≤ 83.84 gini = 0.2778 samples = 6 value = [5, 1] class = negative 582->586 584 gini = 0.0 samples = 2 value = [2, 0] class = negative 583->584 585 gini = 0.0 samples = 3 value = [0, 3] class = positive 583->585 587 gini = 0.0 samples = 1 value = [0, 1] class = positive 586->587 588 gini = 0.0 samples = 5 value = [5, 0] class = negative 586->588 590 gini = 0.0 samples = 35 value = [35, 0] class = negative 589->590 591 bmi ≤ 32.05 gini = 0.2778 samples = 18 value = [15, 3] class = negative 589->591 592 avg_glucose_level ≤ 91.24 gini = 0.4444 samples = 3 value = [1, 2] class = positive 591->592 595 bmi ≤ 36.25 gini = 0.1244 samples = 15 value = [14, 1] class = negative 591->595 593 gini = 0.0 samples = 1 value = [1, 0] class = negative 592->593 594 gini = 0.0 samples = 2 value = [0, 2] class = positive 592->594 596 gini = 0.0 samples = 10 value = [10, 0] class = negative 595->596 597 bmi ≤ 37.0 gini = 0.32 samples = 5 value = [4, 1] class = negative 595->597 598 gini = 0.0 samples = 1 value = [0, 1] class = positive 597->598 599 gini = 0.0 samples = 4 value = [4, 0] class = negative 597->599 601 age ≤ 65.5 gini = 0.0171 samples = 694 value = [688, 6] class = negative 600->601 636 avg_glucose_level ≤ 137.35 gini = 0.18 samples = 10 value = [9, 1] class = negative 600->636 602 avg_glucose_level ≤ 70.165 gini = 0.01 samples = 600 value = [597, 3] class = negative 601->602 625 bmi ≤ 29.25 gini = 0.0618 samples = 94 value = [91, 3] class = negative 601->625 603 avg_glucose_level ≤ 70.15 gini = 0.0322 samples = 122 value = [120, 2] class = negative 602->603 616 age ≤ 60.5 gini = 0.0042 samples = 478 value = [477, 1] class = negative 602->616 604 age ≤ 62.5 gini = 0.0164 samples = 121 value = [120, 1] class = negative 603->604 615 gini = 0.0 samples = 1 value = [0, 1] class = positive 603->615 605 gini = 0.0 samples = 63 value = [63, 0] class = negative 604->605 606 age ≤ 63.5 gini = 0.0339 samples = 58 value = [57, 1] class = negative 604->606 607 bmi ≤ 29.9 gini = 0.0997 samples = 19 value = [18, 1] class = negative 606->607 614 gini = 0.0 samples = 39 value = [39, 0] class = negative 606->614 608 bmi ≤ 29.45 gini = 0.1975 samples = 9 value = [8, 1] class = negative 607->608 613 gini = 0.0 samples = 10 value = [10, 0] class = negative 607->613 609 gini = 0.0 samples = 7 value = [7, 0] class = negative 608->609 610 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 608->610 611 gini = 0.0 samples = 1 value = [0, 1] class = positive 610->611 612 gini = 0.0 samples = 1 value = [1, 0] class = negative 610->612 617 bmi ≤ 26.45 gini = 0.0241 samples = 82 value = [81, 1] class = negative 616->617 624 gini = 0.0 samples = 396 value = [396, 0] class = negative 616->624 618 bmi ≤ 26.25 gini = 0.0997 samples = 19 value = [18, 1] class = negative 617->618 623 gini = 0.0 samples = 63 value = [63, 0] class = negative 617->623 619 gini = 0.0 samples = 17 value = [17, 0] class = negative 618->619 620 avg_glucose_level ≤ 86.82 gini = 0.5 samples = 2 value = [1, 1] class = negative 618->620 621 gini = 0.0 samples = 1 value = [1, 0] class = negative 620->621 622 gini = 0.0 samples = 1 value = [0, 1] class = positive 620->622 626 gini = 0.0 samples = 50 value = [50, 0] class = negative 625->626 627 bmi ≤ 29.35 gini = 0.1271 samples = 44 value = [41, 3] class = negative 625->627 628 gini = 0.0 samples = 1 value = [0, 1] class = positive 627->628 629 bmi ≤ 30.75 gini = 0.0887 samples = 43 value = [41, 2] class = negative 627->629 630 bmi ≤ 30.45 gini = 0.32 samples = 10 value = [8, 2] class = negative 629->630 635 gini = 0.0 samples = 33 value = [33, 0] class = negative 629->635 631 avg_glucose_level ≤ 106.435 gini = 0.1975 samples = 9 value = [8, 1] class = negative 630->631 634 gini = 0.0 samples = 1 value = [0, 1] class = positive 630->634 632 gini = 0.0 samples = 8 value = [8, 0] class = negative 631->632 633 gini = 0.0 samples = 1 value = [0, 1] class = positive 631->633 637 gini = 0.0 samples = 1 value = [0, 1] class = positive 636->637 638 gini = 0.0 samples = 9 value = [9, 0] class = negative 636->638 640 bmi ≤ 27.75 gini = 0.04 samples = 490 value = [480, 10] class = negative 639->640 689 bmi ≤ 43.1 gini = 0.1975 samples = 36 value = [32, 4] class = negative 639->689 641 bmi ≤ 27.65 gini = 0.0809 samples = 142 value = [136, 6] class = negative 640->641 668 age ≤ 54.5 gini = 0.0227 samples = 348 value = [344, 4] class = negative 640->668 642 bmi ≤ 27.45 gini = 0.0567 samples = 137 value = [133, 4] class = negative 641->642 663 age ≤ 60.5 gini = 0.48 samples = 5 value = [3, 2] class = negative 641->663 643 age ≤ 61.5 gini = 0.0325 samples = 121 value = [119, 2] class = negative 642->643 654 gender ≤ 0.5 gini = 0.2188 samples = 16 value = [14, 2] class = negative 642->654 644 gini = 0.0 samples = 78 value = [78, 0] class = negative 643->644 645 bmi ≤ 22.7 gini = 0.0887 samples = 43 value = [41, 2] class = negative 643->645 646 bmi ≤ 22.4 gini = 0.2778 samples = 6 value = [5, 1] class = negative 645->646 649 avg_glucose_level ≤ 75.05 gini = 0.0526 samples = 37 value = [36, 1] class = negative 645->649 647 gini = 0.0 samples = 5 value = [5, 0] class = negative 646->647 648 gini = 0.0 samples = 1 value = [0, 1] class = positive 646->648 650 avg_glucose_level ≤ 73.61 gini = 0.1528 samples = 12 value = [11, 1] class = negative 649->650 653 gini = 0.0 samples = 25 value = [25, 0] class = negative 649->653 651 gini = 0.0 samples = 11 value = [11, 0] class = negative 650->651 652 gini = 0.0 samples = 1 value = [0, 1] class = positive 650->652 655 age ≤ 56.5 gini = 0.375 samples = 8 value = [6, 2] class = negative 654->655 662 gini = 0.0 samples = 8 value = [8, 0] class = negative 654->662 656 gini = 0.0 samples = 1 value = [0, 1] class = positive 655->656 657 avg_glucose_level ≤ 70.1 gini = 0.2449 samples = 7 value = [6, 1] class = negative 655->657 658 bmi ≤ 27.55 gini = 0.5 samples = 2 value = [1, 1] class = negative 657->658 661 gini = 0.0 samples = 5 value = [5, 0] class = negative 657->661 659 gini = 0.0 samples = 1 value = [0, 1] class = positive 658->659 660 gini = 0.0 samples = 1 value = [1, 0] class = negative 658->660 664 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 663->664 667 gini = 0.0 samples = 2 value = [2, 0] class = negative 663->667 665 gini = 0.0 samples = 1 value = [1, 0] class = negative 664->665 666 gini = 0.0 samples = 2 value = [0, 2] class = positive 664->666 669 Residence_type ≤ 0.5 gini = 0.1588 samples = 23 value = [21, 2] class = negative 668->669 678 avg_glucose_level ≤ 87.945 gini = 0.0122 samples = 325 value = [323, 2] class = negative 668->678 670 gini = 0.0 samples = 14 value = [14, 0] class = negative 669->670 671 smoking_status ≤ 0.5 gini = 0.3457 samples = 9 value = [7, 2] class = negative 669->671 672 avg_glucose_level ≤ 75.19 gini = 0.4444 samples = 6 value = [4, 2] class = negative 671->672 677 gini = 0.0 samples = 3 value = [3, 0] class = negative 671->677 673 gini = 0.0 samples = 1 value = [0, 1] class = positive 672->673 674 avg_glucose_level ≤ 95.78 gini = 0.32 samples = 5 value = [4, 1] class = negative 672->674 675 gini = 0.0 samples = 4 value = [4, 0] class = negative 674->675 676 gini = 0.0 samples = 1 value = [0, 1] class = positive 674->676 679 avg_glucose_level ≤ 87.85 gini = 0.0234 samples = 169 value = [167, 2] class = negative 678->679 688 gini = 0.0 samples = 156 value = [156, 0] class = negative 678->688 680 age ≤ 57.5 gini = 0.0118 samples = 168 value = [167, 1] class = negative 679->680 687 gini = 0.0 samples = 1 value = [0, 1] class = positive 679->687 681 avg_glucose_level ≤ 67.43 gini = 0.0444 samples = 44 value = [43, 1] class = negative 680->681 686 gini = 0.0 samples = 124 value = [124, 0] class = negative 680->686 682 avg_glucose_level ≤ 67.395 gini = 0.1244 samples = 15 value = [14, 1] class = negative 681->682 685 gini = 0.0 samples = 29 value = [29, 0] class = negative 681->685 683 gini = 0.0 samples = 14 value = [14, 0] class = negative 682->683 684 gini = 0.0 samples = 1 value = [0, 1] class = positive 682->684 690 avg_glucose_level ≤ 101.59 gini = 0.1609 samples = 34 value = [31, 3] class = negative 689->690 703 avg_glucose_level ≤ 81.785 gini = 0.5 samples = 2 value = [1, 1] class = negative 689->703 691 bmi ≤ 28.15 gini = 0.0832 samples = 23 value = [22, 1] class = negative 690->691 696 avg_glucose_level ≤ 107.37 gini = 0.2975 samples = 11 value = [9, 2] class = negative 690->696 692 bmi ≤ 28.0 gini = 0.2449 samples = 7 value = [6, 1] class = negative 691->692 695 gini = 0.0 samples = 16 value = [16, 0] class = negative 691->695 693 gini = 0.0 samples = 6 value = [6, 0] class = negative 692->693 694 gini = 0.0 samples = 1 value = [0, 1] class = positive 692->694 697 gini = 0.0 samples = 1 value = [0, 1] class = positive 696->697 698 bmi ≤ 31.15 gini = 0.18 samples = 10 value = [9, 1] class = negative 696->698 699 bmi ≤ 30.8 gini = 0.375 samples = 4 value = [3, 1] class = negative 698->699 702 gini = 0.0 samples = 6 value = [6, 0] class = negative 698->702 700 gini = 0.0 samples = 3 value = [3, 0] class = negative 699->700 701 gini = 0.0 samples = 1 value = [0, 1] class = positive 699->701 704 gini = 0.0 samples = 1 value = [1, 0] class = negative 703->704 705 gini = 0.0 samples = 1 value = [0, 1] class = positive 703->705 707 gini = 0.0 samples = 1 value = [0, 1] class = positive 706->707 708 smoking_status ≤ 0.5 gini = 0.0606 samples = 1119 value = [1084, 35] class = negative 706->708 709 bmi ≤ 31.55 gini = 0.0377 samples = 625 value = [613, 12] class = negative 708->709 766 Residence_type ≤ 0.5 gini = 0.0888 samples = 494 value = [471, 23] class = negative 708->766 710 bmi ≤ 31.45 gini = 0.0722 samples = 240 value = [231, 9] class = negative 709->710 745 avg_glucose_level ≤ 247.7 gini = 0.0155 samples = 385 value = [382, 3] class = negative 709->745 711 avg_glucose_level ≤ 146.7 gini = 0.0655 samples = 236 value = [228, 8] class = negative 710->711 742 age ≤ 60.0 gini = 0.375 samples = 4 value = [3, 1] class = negative 710->742 712 avg_glucose_level ≤ 146.185 gini = 0.1975 samples = 18 value = [16, 2] class = negative 711->712 717 age ≤ 63.5 gini = 0.0535 samples = 218 value = [212, 6] class = negative 711->717 713 bmi ≤ 30.75 gini = 0.1107 samples = 17 value = [16, 1] class = negative 712->713 716 gini = 0.0 samples = 1 value = [0, 1] class = positive 712->716 714 gini = 0.0 samples = 16 value = [16, 0] class = negative 713->714 715 gini = 0.0 samples = 1 value = [0, 1] class = positive 713->715 718 age ≤ 62.5 gini = 0.0648 samples = 179 value = [173, 6] class = negative 717->718 741 gini = 0.0 samples = 39 value = [39, 0] class = negative 717->741 719 bmi ≤ 27.75 gini = 0.0382 samples = 154 value = [151, 3] class = negative 718->719 732 bmi ≤ 30.55 gini = 0.2112 samples = 25 value = [22, 3] class = negative 718->732 720 bmi ≤ 27.65 gini = 0.0788 samples = 73 value = [70, 3] class = negative 719->720 731 gini = 0.0 samples = 81 value = [81, 0] class = negative 719->731 721 bmi ≤ 27.25 gini = 0.054 samples = 72 value = [70, 2] class = negative 720->721 730 gini = 0.0 samples = 1 value = [0, 1] class = positive 720->730 722 bmi ≤ 23.7 gini = 0.0294 samples = 67 value = [66, 1] class = negative 721->722 727 Residence_type ≤ 0.5 gini = 0.32 samples = 5 value = [4, 1] class = negative 721->727 723 bmi ≤ 23.35 gini = 0.1049 samples = 18 value = [17, 1] class = negative 722->723 726 gini = 0.0 samples = 49 value = [49, 0] class = negative 722->726 724 gini = 0.0 samples = 17 value = [17, 0] class = negative 723->724 725 gini = 0.0 samples = 1 value = [0, 1] class = positive 723->725 728 gini = 0.0 samples = 1 value = [0, 1] class = positive 727->728 729 gini = 0.0 samples = 4 value = [4, 0] class = negative 727->729 733 avg_glucose_level ≤ 225.365 gini = 0.0997 samples = 19 value = [18, 1] class = negative 732->733 738 bmi ≤ 30.75 gini = 0.4444 samples = 6 value = [4, 2] class = negative 732->738 734 gini = 0.0 samples = 16 value = [16, 0] class = negative 733->734 735 avg_glucose_level ≤ 229.36 gini = 0.4444 samples = 3 value = [2, 1] class = negative 733->735 736 gini = 0.0 samples = 1 value = [0, 1] class = positive 735->736 737 gini = 0.0 samples = 2 value = [2, 0] class = negative 735->737 739 gini = 0.0 samples = 2 value = [0, 2] class = positive 738->739 740 gini = 0.0 samples = 4 value = [4, 0] class = negative 738->740 743 gini = 0.0 samples = 1 value = [0, 1] class = positive 742->743 744 gini = 0.0 samples = 3 value = [3, 0] class = negative 742->744 746 Residence_type ≤ 0.5 gini = 0.0108 samples = 370 value = [368, 2] class = negative 745->746 763 avg_glucose_level ≤ 249.45 gini = 0.1244 samples = 15 value = [14, 1] class = negative 745->763 747 age ≤ 59.5 gini = 0.0201 samples = 197 value = [195, 2] class = negative 746->747 762 gini = 0.0 samples = 173 value = [173, 0] class = negative 746->762 748 gini = 0.0 samples = 89 value = [89, 0] class = negative 747->748 749 age ≤ 62.5 gini = 0.0364 samples = 108 value = [106, 2] class = negative 747->749 750 bmi ≤ 38.45 gini = 0.0754 samples = 51 value = [49, 2] class = negative 749->750 761 gini = 0.0 samples = 57 value = [57, 0] class = negative 749->761 751 bmi ≤ 38.1 gini = 0.1244 samples = 30 value = [28, 2] class = negative 750->751 760 gini = 0.0 samples = 21 value = [21, 0] class = negative 750->760 752 age ≤ 60.5 gini = 0.0666 samples = 29 value = [28, 1] class = negative 751->752 759 gini = 0.0 samples = 1 value = [0, 1] class = positive 751->759 753 bmi ≤ 34.9 gini = 0.1975 samples = 9 value = [8, 1] class = negative 752->753 758 gini = 0.0 samples = 20 value = [20, 0] class = negative 752->758 754 bmi ≤ 34.35 gini = 0.375 samples = 4 value = [3, 1] class = negative 753->754 757 gini = 0.0 samples = 5 value = [5, 0] class = negative 753->757 755 gini = 0.0 samples = 3 value = [3, 0] class = negative 754->755 756 gini = 0.0 samples = 1 value = [0, 1] class = positive 754->756 764 gini = 0.0 samples = 1 value = [0, 1] class = positive 763->764 765 gini = 0.0 samples = 14 value = [14, 0] class = negative 763->765 767 bmi ≤ 30.5 gini = 0.0472 samples = 248 value = [242, 6] class = negative 766->767 796 avg_glucose_level ≤ 222.16 gini = 0.1287 samples = 246 value = [229, 17] class = negative 766->796 768 gini = 0.0 samples = 86 value = [86, 0] class = negative 767->768 769 bmi ≤ 30.65 gini = 0.0713 samples = 162 value = [156, 6] class = negative 767->769 770 gini = 0.0 samples = 1 value = [0, 1] class = positive 769->770 771 avg_glucose_level ≤ 217.5 gini = 0.0602 samples = 161 value = [156, 5] class = negative 769->771 772 avg_glucose_level ≤ 217.44 gini = 0.0832 samples = 115 value = [110, 5] class = negative 771->772 795 gini = 0.0 samples = 46 value = [46, 0] class = negative 771->795 773 avg_glucose_level ≤ 191.79 gini = 0.0677 samples = 114 value = [110, 4] class = negative 772->773 794 gini = 0.0 samples = 1 value = [0, 1] class = positive 772->794 774 gini = 0.0 samples = 43 value = [43, 0] class = negative 773->774 775 avg_glucose_level ≤ 191.875 gini = 0.1063 samples = 71 value = [67, 4] class = negative 773->775 776 gini = 0.0 samples = 1 value = [0, 1] class = positive 775->776 777 bmi ≤ 34.55 gini = 0.082 samples = 70 value = [67, 3] class = negative 775->777 778 bmi ≤ 34.25 gini = 0.2311 samples = 15 value = [13, 2] class = negative 777->778 787 age ≤ 62.5 gini = 0.0357 samples = 55 value = [54, 1] class = negative 777->787 779 hypertension ≤ 0.5 gini = 0.1327 samples = 14 value = [13, 1] class = negative 778->779 786 gini = 0.0 samples = 1 value = [0, 1] class = positive 778->786 780 gini = 0.0 samples = 8 value = [8, 0] class = negative 779->780 781 avg_glucose_level ≤ 210.03 gini = 0.2778 samples = 6 value = [5, 1] class = negative 779->781 782 bmi ≤ 32.9 gini = 0.4444 samples = 3 value = [2, 1] class = negative 781->782 785 gini = 0.0 samples = 3 value = [3, 0] class = negative 781->785 783 gini = 0.0 samples = 1 value = [0, 1] class = positive 782->783 784 gini = 0.0 samples = 2 value = [2, 0] class = negative 782->784 788 gini = 0.0 samples = 41 value = [41, 0] class = negative 787->788 789 age ≤ 63.5 gini = 0.1327 samples = 14 value = [13, 1] class = negative 787->789 790 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 789->790 793 gini = 0.0 samples = 12 value = [12, 0] class = negative 789->793 791 gini = 0.0 samples = 1 value = [0, 1] class = positive 790->791 792 gini = 0.0 samples = 1 value = [1, 0] class = negative 790->792 797 avg_glucose_level ≤ 221.67 gini = 0.1645 samples = 188 value = [171, 17] class = negative 796->797 858 gini = 0.0 samples = 58 value = [58, 0] class = negative 796->858 798 bmi ≤ 20.55 gini = 0.1565 samples = 187 value = [171, 16] class = negative 797->798 857 gini = 0.0 samples = 1 value = [0, 1] class = positive 797->857 799 hypertension ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 798->799 802 bmi ≤ 32.35 gini = 0.149 samples = 185 value = [170, 15] class = negative 798->802 800 gini = 0.0 samples = 1 value = [1, 0] class = negative 799->800 801 gini = 0.0 samples = 1 value = [0, 1] class = positive 799->801 803 bmi ≤ 32.1 gini = 0.2137 samples = 74 value = [65, 9] class = negative 802->803 830 avg_glucose_level ≤ 199.86 gini = 0.1023 samples = 111 value = [105, 6] class = negative 802->830 804 avg_glucose_level ≤ 184.43 gini = 0.1952 samples = 73 value = [65, 8] class = negative 803->804 829 gini = 0.0 samples = 1 value = [0, 1] class = positive 803->829 805 avg_glucose_level ≤ 171.605 gini = 0.32 samples = 30 value = [24, 6] class = negative 804->805 822 hypertension ≤ 0.5 gini = 0.0887 samples = 43 value = [41, 2] class = negative 804->822 806 avg_glucose_level ≤ 154.715 gini = 0.1588 samples = 23 value = [21, 2] class = negative 805->806 815 bmi ≤ 30.65 gini = 0.4898 samples = 7 value = [3, 4] class = positive 805->815 807 age ≤ 54.5 gini = 0.375 samples = 8 value = [6, 2] class = negative 806->807 814 gini = 0.0 samples = 15 value = [15, 0] class = negative 806->814 808 gini = 0.0 samples = 1 value = [0, 1] class = positive 807->808 809 age ≤ 65.0 gini = 0.2449 samples = 7 value = [6, 1] class = negative 807->809 810 gini = 0.0 samples = 5 value = [5, 0] class = negative 809->810 811 avg_glucose_level ≤ 151.755 gini = 0.5 samples = 2 value = [1, 1] class = negative 809->811 812 gini = 0.0 samples = 1 value = [0, 1] class = positive 811->812 813 gini = 0.0 samples = 1 value = [1, 0] class = negative 811->813 816 gender ≤ 0.5 gini = 0.32 samples = 5 value = [1, 4] class = positive 815->816 821 gini = 0.0 samples = 2 value = [2, 0] class = negative 815->821 817 age ≤ 58.0 gini = 0.5 samples = 2 value = [1, 1] class = negative 816->817 820 gini = 0.0 samples = 3 value = [0, 3] class = positive 816->820 818 gini = 0.0 samples = 1 value = [0, 1] class = positive 817->818 819 gini = 0.0 samples = 1 value = [1, 0] class = negative 817->819 823 gini = 0.0 samples = 33 value = [33, 0] class = negative 822->823 824 avg_glucose_level ≤ 207.545 gini = 0.32 samples = 10 value = [8, 2] class = negative 822->824 825 gini = 0.0 samples = 1 value = [0, 1] class = positive 824->825 826 bmi ≤ 23.6 gini = 0.1975 samples = 9 value = [8, 1] class = negative 824->826 827 gini = 0.0 samples = 1 value = [0, 1] class = positive 826->827 828 gini = 0.0 samples = 8 value = [8, 0] class = negative 826->828 831 age ≤ 56.5 gini = 0.0322 samples = 61 value = [60, 1] class = negative 830->831 838 avg_glucose_level ≤ 201.06 gini = 0.18 samples = 50 value = [45, 5] class = negative 830->838 832 bmi ≤ 40.25 gini = 0.142 samples = 13 value = [12, 1] class = negative 831->832 837 gini = 0.0 samples = 48 value = [48, 0] class = negative 831->837 833 gini = 0.0 samples = 8 value = [8, 0] class = negative 832->833 834 bmi ≤ 41.05 gini = 0.32 samples = 5 value = [4, 1] class = negative 832->834 835 gini = 0.0 samples = 1 value = [0, 1] class = positive 834->835 836 gini = 0.0 samples = 4 value = [4, 0] class = negative 834->836 839 gini = 0.0 samples = 1 value = [0, 1] class = positive 838->839 840 age ≤ 64.5 gini = 0.1499 samples = 49 value = [45, 4] class = negative 838->840 841 bmi ≤ 39.9 gini = 0.0997 samples = 38 value = [36, 2] class = negative 840->841 850 bmi ≤ 38.0 gini = 0.2975 samples = 11 value = [9, 2] class = negative 840->850 842 gini = 0.0 samples = 25 value = [25, 0] class = negative 841->842 843 bmi ≤ 40.35 gini = 0.2604 samples = 13 value = [11, 2] class = negative 841->843 844 gini = 0.0 samples = 1 value = [0, 1] class = positive 843->844 845 gender ≤ 0.5 gini = 0.1528 samples = 12 value = [11, 1] class = negative 843->845 846 gini = 0.0 samples = 9 value = [9, 0] class = negative 845->846 847 age ≤ 59.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 845->847 848 gini = 0.0 samples = 1 value = [0, 1] class = positive 847->848 849 gini = 0.0 samples = 2 value = [2, 0] class = negative 847->849 851 gini = 0.0 samples = 1 value = [0, 1] class = positive 850->851 852 avg_glucose_level ≤ 206.94 gini = 0.18 samples = 10 value = [9, 1] class = negative 850->852 853 age ≤ 65.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 852->853 856 gini = 0.0 samples = 6 value = [6, 0] class = negative 852->856 854 gini = 0.0 samples = 1 value = [0, 1] class = positive 853->854 855 gini = 0.0 samples = 3 value = [3, 0] class = negative 853->855 860 age ≤ 60.5 gini = 0.0894 samples = 384 value = [366, 18] class = negative 859->860 923 age ≤ 62.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 859->923 861 avg_glucose_level ≤ 240.435 gini = 0.0335 samples = 176 value = [173, 3] class = negative 860->861 876 bmi ≤ 36.45 gini = 0.1338 samples = 208 value = [193, 15] class = negative 860->876 862 avg_glucose_level ≤ 216.565 gini = 0.0233 samples = 170 value = [168, 2] class = negative 861->862 873 avg_glucose_level ≤ 240.72 gini = 0.2778 samples = 6 value = [5, 1] class = negative 861->873 863 age ≤ 59.5 gini = 0.0129 samples = 154 value = [153, 1] class = negative 862->863 870 avg_glucose_level ≤ 217.31 gini = 0.1172 samples = 16 value = [15, 1] class = negative 862->870 864 gini = 0.0 samples = 130 value = [130, 0] class = negative 863->864 865 bmi ≤ 35.85 gini = 0.0799 samples = 24 value = [23, 1] class = negative 863->865 866 gini = 0.0 samples = 18 value = [18, 0] class = negative 865->866 867 bmi ≤ 37.4 gini = 0.2778 samples = 6 value = [5, 1] class = negative 865->867 868 gini = 0.0 samples = 1 value = [0, 1] class = positive 867->868 869 gini = 0.0 samples = 5 value = [5, 0] class = negative 867->869 871 gini = 0.0 samples = 1 value = [0, 1] class = positive 870->871 872 gini = 0.0 samples = 15 value = [15, 0] class = negative 870->872 874 gini = 0.0 samples = 1 value = [0, 1] class = positive 873->874 875 gini = 0.0 samples = 5 value = [5, 0] class = negative 873->875 877 avg_glucose_level ≤ 242.29 gini = 0.1037 samples = 164 value = [155, 9] class = negative 876->877 908 bmi ≤ 37.55 gini = 0.2355 samples = 44 value = [38, 6] class = negative 876->908 878 avg_glucose_level ≤ 117.105 gini = 0.0939 samples = 162 value = [154, 8] class = negative 877->878 905 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 877->905 879 avg_glucose_level ≤ 111.765 gini = 0.1472 samples = 100 value = [92, 8] class = negative 878->879 904 gini = 0.0 samples = 62 value = [62, 0] class = negative 878->904 880 avg_glucose_level ≤ 78.57 gini = 0.1017 samples = 93 value = [88, 5] class = negative 879->880 899 smoking_status ≤ 0.5 gini = 0.4898 samples = 7 value = [4, 3] class = negative 879->899 881 avg_glucose_level ≤ 78.085 gini = 0.1723 samples = 42 value = [38, 4] class = negative 880->881 894 hypertension ≤ 0.5 gini = 0.0384 samples = 51 value = [50, 1] class = negative 880->894 882 bmi ≤ 28.6 gini = 0.1356 samples = 41 value = [38, 3] class = negative 881->882 893 gini = 0.0 samples = 1 value = [0, 1] class = positive 881->893 883 gini = 0.0 samples = 22 value = [22, 0] class = negative 882->883 884 avg_glucose_level ≤ 77.855 gini = 0.2659 samples = 19 value = [16, 3] class = negative 882->884 885 bmi ≤ 28.9 gini = 0.1975 samples = 18 value = [16, 2] class = negative 884->885 892 gini = 0.0 samples = 1 value = [0, 1] class = positive 884->892 886 gini = 0.0 samples = 1 value = [0, 1] class = positive 885->886 887 age ≤ 61.5 gini = 0.1107 samples = 17 value = [16, 1] class = negative 885->887 888 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 887->888 891 gini = 0.0 samples = 15 value = [15, 0] class = negative 887->891 889 gini = 0.0 samples = 1 value = [1, 0] class = negative 888->889 890 gini = 0.0 samples = 1 value = [0, 1] class = positive 888->890 895 gini = 0.0 samples = 40 value = [40, 0] class = negative 894->895 896 bmi ≤ 27.35 gini = 0.1653 samples = 11 value = [10, 1] class = negative 894->896 897 gini = 0.0 samples = 1 value = [0, 1] class = positive 896->897 898 gini = 0.0 samples = 10 value = [10, 0] class = negative 896->898 900 gini = 0.0 samples = 3 value = [3, 0] class = negative 899->900 901 bmi ≤ 27.2 gini = 0.375 samples = 4 value = [1, 3] class = positive 899->901 902 gini = 0.0 samples = 1 value = [1, 0] class = negative 901->902 903 gini = 0.0 samples = 3 value = [0, 3] class = positive 901->903 906 gini = 0.0 samples = 1 value = [1, 0] class = negative 905->906 907 gini = 0.0 samples = 1 value = [0, 1] class = positive 905->907 909 age ≤ 64.5 gini = 0.4938 samples = 9 value = [5, 4] class = negative 908->909 914 bmi ≤ 44.05 gini = 0.1078 samples = 35 value = [33, 2] class = negative 908->914 910 smoking_status ≤ 0.5 gini = 0.32 samples = 5 value = [1, 4] class = positive 909->910 913 gini = 0.0 samples = 4 value = [4, 0] class = negative 909->913 911 gini = 0.0 samples = 1 value = [1, 0] class = negative 910->911 912 gini = 0.0 samples = 4 value = [0, 4] class = positive 910->912 915 gini = 0.0 samples = 24 value = [24, 0] class = negative 914->915 916 bmi ≤ 44.65 gini = 0.2975 samples = 11 value = [9, 2] class = negative 914->916 917 gini = 0.0 samples = 1 value = [0, 1] class = positive 916->917 918 avg_glucose_level ≤ 190.47 gini = 0.18 samples = 10 value = [9, 1] class = negative 916->918 919 gini = 0.0 samples = 7 value = [7, 0] class = negative 918->919 920 avg_glucose_level ≤ 193.64 gini = 0.4444 samples = 3 value = [2, 1] class = negative 918->920 921 gini = 0.0 samples = 1 value = [0, 1] class = positive 920->921 922 gini = 0.0 samples = 2 value = [2, 0] class = negative 920->922 924 gini = 0.0 samples = 2 value = [0, 2] class = positive 923->924 925 gini = 0.0 samples = 2 value = [2, 0] class = negative 923->925 927 avg_glucose_level ≤ 82.135 gini = 0.2803 samples = 356 value = [296, 60] class = negative 926->927 1092 age ≤ 77.5 gini = 0.1177 samples = 4939 value = [4629, 310] class = negative 926->1092 928 avg_glucose_level ≤ 81.755 gini = 0.3901 samples = 64 value = [47, 17] class = negative 927->928 967 bmi ≤ 15.35 gini = 0.2511 samples = 292 value = [249, 43] class = negative 927->967 929 age ≤ 73.5 gini = 0.3537 samples = 61 value = [47, 14] class = negative 928->929 966 gini = 0.0 samples = 3 value = [0, 3] class = positive 928->966 930 smoking_status ≤ 0.5 gini = 0.18 samples = 30 value = [27, 3] class = negative 929->930 943 avg_glucose_level ≤ 62.88 gini = 0.4579 samples = 31 value = [20, 11] class = negative 929->943 931 hypertension ≤ 0.5 gini = 0.2659 samples = 19 value = [16, 3] class = negative 930->931 942 gini = 0.0 samples = 11 value = [11, 0] class = negative 930->942 932 gender ≤ 0.5 gini = 0.375 samples = 12 value = [9, 3] class = negative 931->932 941 gini = 0.0 samples = 7 value = [7, 0] class = negative 931->941 933 age ≤ 71.0 gini = 0.1975 samples = 9 value = [8, 1] class = negative 932->933 938 age ≤ 67.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 932->938 934 age ≤ 69.0 gini = 0.375 samples = 4 value = [3, 1] class = negative 933->934 937 gini = 0.0 samples = 5 value = [5, 0] class = negative 933->937 935 gini = 0.0 samples = 3 value = [3, 0] class = negative 934->935 936 gini = 0.0 samples = 1 value = [0, 1] class = positive 934->936 939 gini = 0.0 samples = 1 value = [1, 0] class = negative 938->939 940 gini = 0.0 samples = 2 value = [0, 2] class = positive 938->940 944 avg_glucose_level ≤ 57.145 gini = 0.4688 samples = 8 value = [3, 5] class = positive 943->944 951 avg_glucose_level ≤ 72.095 gini = 0.3856 samples = 23 value = [17, 6] class = negative 943->951 945 gini = 0.0 samples = 2 value = [2, 0] class = negative 944->945 946 avg_glucose_level ≤ 61.53 gini = 0.2778 samples = 6 value = [1, 5] class = positive 944->946 947 gini = 0.0 samples = 4 value = [0, 4] class = positive 946->947 948 avg_glucose_level ≤ 62.28 gini = 0.5 samples = 2 value = [1, 1] class = negative 946->948 949 gini = 0.0 samples = 1 value = [1, 0] class = negative 948->949 950 gini = 0.0 samples = 1 value = [0, 1] class = positive 948->950 952 gini = 0.0 samples = 7 value = [7, 0] class = negative 951->952 953 avg_glucose_level ≤ 77.09 gini = 0.4688 samples = 16 value = [10, 6] class = negative 951->953 954 age ≤ 77.5 gini = 0.4444 samples = 6 value = [2, 4] class = positive 953->954 959 heart_disease ≤ 0.5 gini = 0.32 samples = 10 value = [8, 2] class = negative 953->959 955 age ≤ 76.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 954->955 958 gini = 0.0 samples = 3 value = [0, 3] class = positive 954->958 956 gini = 0.0 samples = 1 value = [0, 1] class = positive 955->956 957 gini = 0.0 samples = 2 value = [2, 0] class = negative 955->957 960 gini = 0.0 samples = 6 value = [6, 0] class = negative 959->960 961 avg_glucose_level ≤ 78.92 gini = 0.5 samples = 4 value = [2, 2] class = negative 959->961 962 gini = 0.0 samples = 1 value = [0, 1] class = positive 961->962 963 age ≤ 76.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 961->963 964 gini = 0.0 samples = 1 value = [0, 1] class = positive 963->964 965 gini = 0.0 samples = 2 value = [2, 0] class = negative 963->965 968 avg_glucose_level ≤ 88.985 gini = 0.2435 samples = 289 value = [248, 41] class = negative 967->968 1089 avg_glucose_level ≤ 99.025 gini = 0.4444 samples = 3 value = [1, 2] class = positive 967->1089 969 gini = 0.0 samples = 33 value = [33, 0] class = negative 968->969 970 avg_glucose_level ≤ 89.33 gini = 0.269 samples = 256 value = [215, 41] class = negative 968->970 971 gini = 0.0 samples = 1 value = [0, 1] class = positive 970->971 972 hypertension ≤ 0.5 gini = 0.2645 samples = 255 value = [215, 40] class = negative 970->972 973 age ≤ 81.5 gini = 0.3076 samples = 158 value = [128, 30] class = negative 972->973 1058 avg_glucose_level ≤ 199.7 gini = 0.1849 samples = 97 value = [87, 10] class = negative 972->1058 974 avg_glucose_level ≤ 173.82 gini = 0.296 samples = 155 value = [127, 28] class = negative 973->974 1055 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 973->1055 975 avg_glucose_level ≤ 132.89 gini = 0.3607 samples = 72 value = [55, 17] class = negative 974->975 1024 avg_glucose_level ≤ 210.05 gini = 0.2299 samples = 83 value = [72, 11] class = negative 974->1024 976 age ≤ 68.5 gini = 0.32 samples = 65 value = [52, 13] class = negative 975->976 1019 smoking_status ≤ 0.5 gini = 0.4898 samples = 7 value = [3, 4] class = positive 975->1019 977 gini = 0.0 samples = 11 value = [11, 0] class = negative 976->977 978 avg_glucose_level ≤ 90.035 gini = 0.3656 samples = 54 value = [41, 13] class = negative 976->978 979 gini = 0.0 samples = 1 value = [0, 1] class = positive 978->979 980 avg_glucose_level ≤ 93.27 gini = 0.3503 samples = 53 value = [41, 12] class = negative 978->980 981 gini = 0.0 samples = 9 value = [9, 0] class = negative 980->981 982 avg_glucose_level ≤ 94.23 gini = 0.3967 samples = 44 value = [32, 12] class = negative 980->982 983 smoking_status ≤ 0.5 gini = 0.375 samples = 4 value = [1, 3] class = positive 982->983 988 avg_glucose_level ≤ 99.18 gini = 0.3488 samples = 40 value = [31, 9] class = negative 982->988 984 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 983->984 987 gini = 0.0 samples = 2 value = [0, 2] class = positive 983->987 985 gini = 0.0 samples = 1 value = [0, 1] class = positive 984->985 986 gini = 0.0 samples = 1 value = [1, 0] class = negative 984->986 989 smoking_status ≤ 0.5 gini = 0.1528 samples = 12 value = [11, 1] class = negative 988->989 996 avg_glucose_level ≤ 99.42 gini = 0.4082 samples = 28 value = [20, 8] class = negative 988->996 990 age ≤ 73.0 gini = 0.32 samples = 5 value = [4, 1] class = negative 989->990 995 gini = 0.0 samples = 7 value = [7, 0] class = negative 989->995 991 avg_glucose_level ≤ 97.365 gini = 0.5 samples = 2 value = [1, 1] class = negative 990->991 994 gini = 0.0 samples = 3 value = [3, 0] class = negative 990->994 992 gini = 0.0 samples = 1 value = [0, 1] class = positive 991->992 993 gini = 0.0 samples = 1 value = [1, 0] class = negative 991->993 997 gini = 0.0 samples = 1 value = [0, 1] class = positive 996->997 998 avg_glucose_level ≤ 110.33 gini = 0.3841 samples = 27 value = [20, 7] class = negative 996->998 999 avg_glucose_level ≤ 106.665 gini = 0.3403 samples = 23 value = [18, 5] class = negative 998->999 1016 smoking_status ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 998->1016 1000 avg_glucose_level ≤ 106.22 gini = 0.4012 samples = 18 value = [13, 5] class = negative 999->1000 1015 gini = 0.0 samples = 5 value = [5, 0] class = negative 999->1015 1001 age ≤ 73.5 gini = 0.3599 samples = 17 value = [13, 4] class = negative 1000->1001 1014 gini = 0.0 samples = 1 value = [0, 1] class = positive 1000->1014 1002 gini = 0.0 samples = 3 value = [3, 0] class = negative 1001->1002 1003 avg_glucose_level ≤ 101.025 gini = 0.4082 samples = 14 value = [10, 4] class = negative 1001->1003 1004 gini = 0.0 samples = 2 value = [0, 2] class = positive 1003->1004 1005 avg_glucose_level ≤ 105.075 gini = 0.2778 samples = 12 value = [10, 2] class = negative 1003->1005 1006 heart_disease ≤ 0.5 gini = 0.18 samples = 10 value = [9, 1] class = negative 1005->1006 1011 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1005->1011 1007 gini = 0.0 samples = 6 value = [6, 0] class = negative 1006->1007 1008 avg_glucose_level ≤ 102.19 gini = 0.375 samples = 4 value = [3, 1] class = negative 1006->1008 1009 gini = 0.0 samples = 1 value = [0, 1] class = positive 1008->1009 1010 gini = 0.0 samples = 3 value = [3, 0] class = negative 1008->1010 1012 gini = 0.0 samples = 1 value = [1, 0] class = negative 1011->1012 1013 gini = 0.0 samples = 1 value = [0, 1] class = positive 1011->1013 1017 gini = 0.0 samples = 2 value = [0, 2] class = positive 1016->1017 1018 gini = 0.0 samples = 2 value = [2, 0] class = negative 1016->1018 1020 age ≤ 72.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 1019->1020 1023 gini = 0.0 samples = 3 value = [0, 3] class = positive 1019->1023 1021 gini = 0.0 samples = 3 value = [3, 0] class = negative 1020->1021 1022 gini = 0.0 samples = 1 value = [0, 1] class = positive 1020->1022 1025 age ≤ 67.5 gini = 0.0928 samples = 41 value = [39, 2] class = negative 1024->1025 1034 avg_glucose_level ≤ 212.14 gini = 0.3367 samples = 42 value = [33, 9] class = negative 1024->1034 1026 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1025->1026 1029 avg_glucose_level ≤ 202.77 gini = 0.0512 samples = 38 value = [37, 1] class = negative 1025->1029 1027 gini = 0.0 samples = 1 value = [0, 1] class = positive 1026->1027 1028 gini = 0.0 samples = 2 value = [2, 0] class = negative 1026->1028 1030 gini = 0.0 samples = 29 value = [29, 0] class = negative 1029->1030 1031 avg_glucose_level ≤ 203.255 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1029->1031 1032 gini = 0.0 samples = 1 value = [0, 1] class = positive 1031->1032 1033 gini = 0.0 samples = 8 value = [8, 0] class = negative 1031->1033 1035 gini = 0.0 samples = 3 value = [0, 3] class = positive 1034->1035 1036 avg_glucose_level ≤ 219.78 gini = 0.2604 samples = 39 value = [33, 6] class = negative 1034->1036 1037 gini = 0.0 samples = 15 value = [15, 0] class = negative 1036->1037 1038 avg_glucose_level ≤ 221.37 gini = 0.375 samples = 24 value = [18, 6] class = negative 1036->1038 1039 gini = 0.0 samples = 3 value = [0, 3] class = positive 1038->1039 1040 age ≤ 79.5 gini = 0.2449 samples = 21 value = [18, 3] class = negative 1038->1040 1041 heart_disease ≤ 0.5 gini = 0.18 samples = 20 value = [18, 2] class = negative 1040->1041 1054 gini = 0.0 samples = 1 value = [0, 1] class = positive 1040->1054 1042 smoking_status ≤ 0.5 gini = 0.2975 samples = 11 value = [9, 2] class = negative 1041->1042 1053 gini = 0.0 samples = 9 value = [9, 0] class = negative 1041->1053 1043 gini = 0.0 samples = 6 value = [6, 0] class = negative 1042->1043 1044 gender ≤ 0.5 gini = 0.48 samples = 5 value = [3, 2] class = negative 1042->1044 1045 gini = 0.0 samples = 1 value = [1, 0] class = negative 1044->1045 1046 avg_glucose_level ≤ 230.415 gini = 0.5 samples = 4 value = [2, 2] class = negative 1044->1046 1047 gini = 0.0 samples = 1 value = [0, 1] class = positive 1046->1047 1048 avg_glucose_level ≤ 234.48 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1046->1048 1049 gini = 0.0 samples = 1 value = [1, 0] class = negative 1048->1049 1050 avg_glucose_level ≤ 240.925 gini = 0.5 samples = 2 value = [1, 1] class = negative 1048->1050 1051 gini = 0.0 samples = 1 value = [0, 1] class = positive 1050->1051 1052 gini = 0.0 samples = 1 value = [1, 0] class = negative 1050->1052 1056 gini = 0.0 samples = 2 value = [0, 2] class = positive 1055->1056 1057 gini = 0.0 samples = 1 value = [1, 0] class = negative 1055->1057 1059 age ≤ 77.5 gini = 0.1225 samples = 61 value = [57, 4] class = negative 1058->1059 1074 avg_glucose_level ≤ 201.15 gini = 0.2778 samples = 36 value = [30, 6] class = negative 1058->1074 1060 gini = 0.0 samples = 36 value = [36, 0] class = negative 1059->1060 1061 avg_glucose_level ≤ 96.745 gini = 0.2688 samples = 25 value = [21, 4] class = negative 1059->1061 1062 avg_glucose_level ≤ 92.78 gini = 0.4688 samples = 8 value = [5, 3] class = negative 1061->1062 1069 avg_glucose_level ≤ 111.235 gini = 0.1107 samples = 17 value = [16, 1] class = negative 1061->1069 1063 gini = 0.0 samples = 3 value = [3, 0] class = negative 1062->1063 1064 avg_glucose_level ≤ 94.055 gini = 0.48 samples = 5 value = [2, 3] class = positive 1062->1064 1065 gini = 0.0 samples = 2 value = [0, 2] class = positive 1064->1065 1066 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1064->1066 1067 gini = 0.0 samples = 1 value = [0, 1] class = positive 1066->1067 1068 gini = 0.0 samples = 2 value = [2, 0] class = negative 1066->1068 1070 gini = 0.0 samples = 10 value = [10, 0] class = negative 1069->1070 1071 avg_glucose_level ≤ 113.79 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1069->1071 1072 gini = 0.0 samples = 1 value = [0, 1] class = positive 1071->1072 1073 gini = 0.0 samples = 6 value = [6, 0] class = negative 1071->1073 1075 gini = 0.0 samples = 3 value = [0, 3] class = positive 1074->1075 1076 avg_glucose_level ≤ 231.2 gini = 0.1653 samples = 33 value = [30, 3] class = negative 1074->1076 1077 heart_disease ≤ 0.5 gini = 0.0799 samples = 24 value = [23, 1] class = negative 1076->1077 1084 avg_glucose_level ≤ 235.39 gini = 0.3457 samples = 9 value = [7, 2] class = negative 1076->1084 1078 gini = 0.0 samples = 16 value = [16, 0] class = negative 1077->1078 1079 avg_glucose_level ≤ 210.95 gini = 0.2188 samples = 8 value = [7, 1] class = negative 1077->1079 1080 gini = 0.0 samples = 5 value = [5, 0] class = negative 1079->1080 1081 avg_glucose_level ≤ 214.76 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1079->1081 1082 gini = 0.0 samples = 1 value = [0, 1] class = positive 1081->1082 1083 gini = 0.0 samples = 2 value = [2, 0] class = negative 1081->1083 1085 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1084->1085 1088 gini = 0.0 samples = 6 value = [6, 0] class = negative 1084->1088 1086 gini = 0.0 samples = 1 value = [1, 0] class = negative 1085->1086 1087 gini = 0.0 samples = 2 value = [0, 2] class = positive 1085->1087 1090 gini = 0.0 samples = 1 value = [1, 0] class = negative 1089->1090 1091 gini = 0.0 samples = 2 value = [0, 2] class = positive 1089->1091 1093 heart_disease ≤ 0.5 gini = 0.0862 samples = 2969 value = [2835, 134] class = negative 1092->1093 1604 avg_glucose_level ≤ 123.05 gini = 0.1627 samples = 1970 value = [1794, 176] class = negative 1092->1604 1094 avg_glucose_level ≤ 55.025 gini = 0.0692 samples = 2565 value = [2473, 92] class = negative 1093->1094 1481 avg_glucose_level ≤ 192.26 gini = 0.1863 samples = 404 value = [362, 42] class = negative 1093->1481 1095 gini = 0.0 samples = 1 value = [0, 1] class = positive 1094->1095 1096 avg_glucose_level ≤ 177.945 gini = 0.0685 samples = 2564 value = [2473, 91] class = negative 1094->1096 1097 bmi ≤ 34.45 gini = 0.0578 samples = 2048 value = [1987, 61] class = negative 1096->1097 1366 avg_glucose_level ≤ 178.185 gini = 0.1095 samples = 516 value = [486, 30] class = negative 1096->1366 1098 hypertension ≤ 0.5 gini = 0.067 samples = 1701 value = [1642, 59] class = negative 1097->1098 1351 gender ≤ 0.5 gini = 0.0115 samples = 347 value = [345, 2] class = negative 1097->1351 1099 avg_glucose_level ≤ 82.83 gini = 0.0566 samples = 1406 value = [1365, 41] class = negative 1098->1099 1294 ever_married ≤ 0.5 gini = 0.1146 samples = 295 value = [277, 18] class = negative 1098->1294 1100 bmi ≤ 34.35 gini = 0.0835 samples = 550 value = [526, 24] class = negative 1099->1100 1213 avg_glucose_level ≤ 93.355 gini = 0.0389 samples = 856 value = [839, 17] class = negative 1099->1213 1101 avg_glucose_level ≤ 82.805 gini = 0.0804 samples = 548 value = [525, 23] class = negative 1100->1101 1210 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1100->1210 1102 bmi ≤ 23.25 gini = 0.0773 samples = 546 value = [524, 22] class = negative 1101->1102 1207 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1101->1207 1103 gini = 0.0 samples = 73 value = [73, 0] class = negative 1102->1103 1104 bmi ≤ 23.35 gini = 0.0887 samples = 473 value = [451, 22] class = negative 1102->1104 1105 age ≤ 75.5 gini = 0.4082 samples = 7 value = [5, 2] class = negative 1104->1105 1110 avg_glucose_level ≤ 82.585 gini = 0.0822 samples = 466 value = [446, 20] class = negative 1104->1110 1106 avg_glucose_level ≤ 80.945 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1105->1106 1109 gini = 0.0 samples = 1 value = [0, 1] class = positive 1105->1109 1107 gini = 0.0 samples = 5 value = [5, 0] class = negative 1106->1107 1108 gini = 0.0 samples = 1 value = [0, 1] class = positive 1106->1108 1111 bmi ≤ 24.35 gini = 0.0792 samples = 460 value = [441, 19] class = negative 1110->1111 1204 ever_married ≤ 0.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1110->1204 1112 gini = 0.0 samples = 34 value = [34, 0] class = negative 1111->1112 1113 bmi ≤ 24.45 gini = 0.0852 samples = 426 value = [407, 19] class = negative 1111->1113 1114 age ≤ 69.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1113->1114 1117 bmi ≤ 31.55 gini = 0.0815 samples = 423 value = [405, 18] class = negative 1113->1117 1115 gini = 0.0 samples = 2 value = [2, 0] class = negative 1114->1115 1116 gini = 0.0 samples = 1 value = [0, 1] class = positive 1114->1116 1118 bmi ≤ 31.45 gini = 0.0933 samples = 326 value = [310, 16] class = negative 1117->1118 1193 avg_glucose_level ≤ 59.71 gini = 0.0404 samples = 97 value = [95, 2] class = negative 1117->1193 1119 age ≤ 76.5 gini = 0.0837 samples = 320 value = [306, 14] class = negative 1118->1119 1186 age ≤ 71.5 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1118->1186 1120 Residence_type ≤ 0.5 gini = 0.0761 samples = 303 value = [291, 12] class = negative 1119->1120 1179 bmi ≤ 29.45 gini = 0.2076 samples = 17 value = [15, 2] class = negative 1119->1179 1121 bmi ≤ 31.25 gini = 0.0389 samples = 151 value = [148, 3] class = negative 1120->1121 1138 bmi ≤ 29.15 gini = 0.1114 samples = 152 value = [143, 9] class = negative 1120->1138 1122 smoking_status ≤ 0.5 gini = 0.027 samples = 146 value = [144, 2] class = negative 1121->1122 1135 avg_glucose_level ≤ 63.175 gini = 0.32 samples = 5 value = [4, 1] class = negative 1121->1135 1123 gini = 0.0 samples = 83 value = [83, 0] class = negative 1122->1123 1124 age ≤ 67.5 gini = 0.0615 samples = 63 value = [61, 2] class = negative 1122->1124 1125 bmi ≤ 26.7 gini = 0.32 samples = 5 value = [4, 1] class = negative 1124->1125 1128 age ≤ 74.5 gini = 0.0339 samples = 58 value = [57, 1] class = negative 1124->1128 1126 gini = 0.0 samples = 1 value = [0, 1] class = positive 1125->1126 1127 gini = 0.0 samples = 4 value = [4, 0] class = negative 1125->1127 1129 gini = 0.0 samples = 48 value = [48, 0] class = negative 1128->1129 1130 bmi ≤ 29.1 gini = 0.18 samples = 10 value = [9, 1] class = negative 1128->1130 1131 gini = 0.0 samples = 7 value = [7, 0] class = negative 1130->1131 1132 age ≤ 75.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1130->1132 1133 gini = 0.0 samples = 1 value = [0, 1] class = positive 1132->1133 1134 gini = 0.0 samples = 2 value = [2, 0] class = negative 1132->1134 1136 gini = 0.0 samples = 1 value = [0, 1] class = positive 1135->1136 1137 gini = 0.0 samples = 4 value = [4, 0] class = negative 1135->1137 1139 bmi ≤ 28.9 gini = 0.142 samples = 104 value = [96, 8] class = negative 1138->1139 1172 age ≤ 73.5 gini = 0.0408 samples = 48 value = [47, 1] class = negative 1138->1172 1140 avg_glucose_level ≤ 81.94 gini = 0.1139 samples = 99 value = [93, 6] class = negative 1139->1140 1167 age ≤ 70.0 gini = 0.48 samples = 5 value = [3, 2] class = negative 1139->1167 1141 avg_glucose_level ≤ 77.84 gini = 0.1007 samples = 94 value = [89, 5] class = negative 1140->1141 1164 bmi ≤ 26.55 gini = 0.32 samples = 5 value = [4, 1] class = negative 1140->1164 1142 avg_glucose_level ≤ 77.685 gini = 0.1362 samples = 68 value = [63, 5] class = negative 1141->1142 1163 gini = 0.0 samples = 26 value = [26, 0] class = negative 1141->1163 1143 avg_glucose_level ≤ 77.045 gini = 0.1123 samples = 67 value = [63, 4] class = negative 1142->1143 1162 gini = 0.0 samples = 1 value = [0, 1] class = positive 1142->1162 1144 age ≤ 74.5 gini = 0.0907 samples = 63 value = [60, 3] class = negative 1143->1144 1159 smoking_status ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 1143->1159 1145 bmi ≤ 27.65 gini = 0.04 samples = 49 value = [48, 1] class = negative 1144->1145 1152 bmi ≤ 27.0 gini = 0.2449 samples = 14 value = [12, 2] class = negative 1144->1152 1146 gini = 0.0 samples = 35 value = [35, 0] class = negative 1145->1146 1147 bmi ≤ 27.85 gini = 0.1327 samples = 14 value = [13, 1] class = negative 1145->1147 1148 avg_glucose_level ≤ 69.12 gini = 0.5 samples = 2 value = [1, 1] class = negative 1147->1148 1151 gini = 0.0 samples = 12 value = [12, 0] class = negative 1147->1151 1149 gini = 0.0 samples = 1 value = [0, 1] class = positive 1148->1149 1150 gini = 0.0 samples = 1 value = [1, 0] class = negative 1148->1150 1153 bmi ≤ 25.75 gini = 0.4082 samples = 7 value = [5, 2] class = negative 1152->1153 1158 gini = 0.0 samples = 7 value = [7, 0] class = negative 1152->1158 1154 gini = 0.0 samples = 4 value = [4, 0] class = negative 1153->1154 1155 avg_glucose_level ≤ 73.925 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1153->1155 1156 gini = 0.0 samples = 2 value = [0, 2] class = positive 1155->1156 1157 gini = 0.0 samples = 1 value = [1, 0] class = negative 1155->1157 1160 gini = 0.0 samples = 3 value = [3, 0] class = negative 1159->1160 1161 gini = 0.0 samples = 1 value = [0, 1] class = positive 1159->1161 1165 gini = 0.0 samples = 4 value = [4, 0] class = negative 1164->1165 1166 gini = 0.0 samples = 1 value = [0, 1] class = positive 1164->1166 1168 gini = 0.0 samples = 2 value = [2, 0] class = negative 1167->1168 1169 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1167->1169 1170 gini = 0.0 samples = 1 value = [1, 0] class = negative 1169->1170 1171 gini = 0.0 samples = 2 value = [0, 2] class = positive 1169->1171 1173 gini = 0.0 samples = 41 value = [41, 0] class = negative 1172->1173 1174 age ≤ 74.5 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1172->1174 1175 avg_glucose_level ≤ 75.19 gini = 0.5 samples = 2 value = [1, 1] class = negative 1174->1175 1178 gini = 0.0 samples = 5 value = [5, 0] class = negative 1174->1178 1176 gini = 0.0 samples = 1 value = [0, 1] class = positive 1175->1176 1177 gini = 0.0 samples = 1 value = [1, 0] class = negative 1175->1177 1180 avg_glucose_level ≤ 60.335 gini = 0.1172 samples = 16 value = [15, 1] class = negative 1179->1180 1185 gini = 0.0 samples = 1 value = [0, 1] class = positive 1179->1185 1181 avg_glucose_level ≤ 57.325 gini = 0.5 samples = 2 value = [1, 1] class = negative 1180->1181 1184 gini = 0.0 samples = 14 value = [14, 0] class = negative 1180->1184 1182 gini = 0.0 samples = 1 value = [1, 0] class = negative 1181->1182 1183 gini = 0.0 samples = 1 value = [0, 1] class = positive 1181->1183 1187 avg_glucose_level ≤ 68.985 gini = 0.32 samples = 5 value = [4, 1] class = negative 1186->1187 1192 gini = 0.0 samples = 1 value = [0, 1] class = positive 1186->1192 1188 gini = 0.0 samples = 2 value = [2, 0] class = negative 1187->1188 1189 age ≤ 69.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1187->1189 1190 gini = 0.0 samples = 2 value = [2, 0] class = negative 1189->1190 1191 gini = 0.0 samples = 1 value = [0, 1] class = positive 1189->1191 1194 avg_glucose_level ≤ 59.145 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1193->1194 1197 bmi ≤ 33.25 gini = 0.0225 samples = 88 value = [87, 1] class = negative 1193->1197 1195 gini = 0.0 samples = 8 value = [8, 0] class = negative 1194->1195 1196 gini = 0.0 samples = 1 value = [0, 1] class = positive 1194->1196 1198 gini = 0.0 samples = 58 value = [58, 0] class = negative 1197->1198 1199 bmi ≤ 33.35 gini = 0.0644 samples = 30 value = [29, 1] class = negative 1197->1199 1200 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1199->1200 1203 gini = 0.0 samples = 27 value = [27, 0] class = negative 1199->1203 1201 gini = 0.0 samples = 2 value = [2, 0] class = negative 1200->1201 1202 gini = 0.0 samples = 1 value = [0, 1] class = positive 1200->1202 1205 gini = 0.0 samples = 1 value = [0, 1] class = positive 1204->1205 1206 gini = 0.0 samples = 5 value = [5, 0] class = negative 1204->1206 1208 gini = 0.0 samples = 1 value = [0, 1] class = positive 1207->1208 1209 gini = 0.0 samples = 1 value = [1, 0] class = negative 1207->1209 1211 gini = 0.0 samples = 1 value = [1, 0] class = negative 1210->1211 1212 gini = 0.0 samples = 1 value = [0, 1] class = positive 1210->1212 1214 age ≤ 75.5 gini = 0.0066 samples = 300 value = [299, 1] class = negative 1213->1214 1223 avg_glucose_level ≤ 93.43 gini = 0.0559 samples = 556 value = [540, 16] class = negative 1213->1223 1215 gini = 0.0 samples = 263 value = [263, 0] class = negative 1214->1215 1216 smoking_status ≤ 0.5 gini = 0.0526 samples = 37 value = [36, 1] class = negative 1214->1216 1217 gini = 0.0 samples = 28 value = [28, 0] class = negative 1216->1217 1218 avg_glucose_level ≤ 89.57 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1216->1218 1219 gini = 0.0 samples = 6 value = [6, 0] class = negative 1218->1219 1220 age ≤ 76.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1218->1220 1221 gini = 0.0 samples = 1 value = [0, 1] class = positive 1220->1221 1222 gini = 0.0 samples = 2 value = [2, 0] class = negative 1220->1222 1224 gini = 0.0 samples = 1 value = [0, 1] class = positive 1223->1224 1225 avg_glucose_level ≤ 94.42 gini = 0.0526 samples = 555 value = [540, 15] class = negative 1223->1225 1226 age ≤ 69.5 gini = 0.2112 samples = 25 value = [22, 3] class = negative 1225->1226 1231 gender ≤ 0.5 gini = 0.0443 samples = 530 value = [518, 12] class = negative 1225->1231 1227 avg_glucose_level ≤ 93.79 gini = 0.4688 samples = 8 value = [5, 3] class = negative 1226->1227 1230 gini = 0.0 samples = 17 value = [17, 0] class = negative 1226->1230 1228 gini = 0.0 samples = 5 value = [5, 0] class = negative 1227->1228 1229 gini = 0.0 samples = 3 value = [0, 3] class = positive 1227->1229 1232 avg_glucose_level ≤ 131.395 gini = 0.0245 samples = 322 value = [318, 4] class = negative 1231->1232 1255 bmi ≤ 20.45 gini = 0.074 samples = 208 value = [200, 8] class = negative 1231->1255 1233 age ≤ 71.5 gini = 0.0143 samples = 278 value = [276, 2] class = negative 1232->1233 1248 avg_glucose_level ≤ 131.645 gini = 0.0868 samples = 44 value = [42, 2] class = negative 1232->1248 1234 gini = 0.0 samples = 143 value = [143, 0] class = negative 1233->1234 1235 age ≤ 74.5 gini = 0.0292 samples = 135 value = [133, 2] class = negative 1233->1235 1236 avg_glucose_level ≤ 98.105 gini = 0.0634 samples = 61 value = [59, 2] class = negative 1235->1236 1247 gini = 0.0 samples = 74 value = [74, 0] class = negative 1235->1247 1237 avg_glucose_level ≤ 97.365 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1236->1237 1240 age ≤ 73.5 gini = 0.0357 samples = 55 value = [54, 1] class = negative 1236->1240 1238 gini = 0.0 samples = 5 value = [5, 0] class = negative 1237->1238 1239 gini = 0.0 samples = 1 value = [0, 1] class = positive 1237->1239 1241 gini = 0.0 samples = 40 value = [40, 0] class = negative 1240->1241 1242 bmi ≤ 23.75 gini = 0.1244 samples = 15 value = [14, 1] class = negative 1240->1242 1243 bmi ≤ 23.6 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1242->1243 1246 gini = 0.0 samples = 9 value = [9, 0] class = negative 1242->1246 1244 gini = 0.0 samples = 5 value = [5, 0] class = negative 1243->1244 1245 gini = 0.0 samples = 1 value = [0, 1] class = positive 1243->1245 1249 gini = 0.0 samples = 1 value = [0, 1] class = positive 1248->1249 1250 bmi ≤ 21.3 gini = 0.0454 samples = 43 value = [42, 1] class = negative 1248->1250 1251 bmi ≤ 20.4 gini = 0.5 samples = 2 value = [1, 1] class = negative 1250->1251 1254 gini = 0.0 samples = 41 value = [41, 0] class = negative 1250->1254 1252 gini = 0.0 samples = 1 value = [1, 0] class = negative 1251->1252 1253 gini = 0.0 samples = 1 value = [0, 1] class = positive 1251->1253 1256 avg_glucose_level ≤ 106.135 gini = 0.375 samples = 4 value = [3, 1] class = negative 1255->1256 1259 avg_glucose_level ≤ 98.655 gini = 0.0663 samples = 204 value = [197, 7] class = negative 1255->1259 1257 gini = 0.0 samples = 1 value = [0, 1] class = positive 1256->1257 1258 gini = 0.0 samples = 3 value = [3, 0] class = negative 1256->1258 1260 avg_glucose_level ≤ 98.535 gini = 0.1567 samples = 35 value = [32, 3] class = negative 1259->1260 1271 smoking_status ≤ 0.5 gini = 0.0462 samples = 169 value = [165, 4] class = negative 1259->1271 1261 avg_glucose_level ≤ 97.29 gini = 0.1107 samples = 34 value = [32, 2] class = negative 1260->1261 1270 gini = 0.0 samples = 1 value = [0, 1] class = positive 1260->1270 1262 gini = 0.0 samples = 20 value = [20, 0] class = negative 1261->1262 1263 avg_glucose_level ≤ 97.44 gini = 0.2449 samples = 14 value = [12, 2] class = negative 1261->1263 1264 gini = 0.0 samples = 1 value = [0, 1] class = positive 1263->1264 1265 bmi ≤ 30.9 gini = 0.142 samples = 13 value = [12, 1] class = negative 1263->1265 1266 gini = 0.0 samples = 10 value = [10, 0] class = negative 1265->1266 1267 bmi ≤ 32.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1265->1267 1268 gini = 0.0 samples = 1 value = [0, 1] class = positive 1267->1268 1269 gini = 0.0 samples = 2 value = [2, 0] class = negative 1267->1269 1272 gini = 0.0 samples = 76 value = [76, 0] class = negative 1271->1272 1273 bmi ≤ 27.25 gini = 0.0823 samples = 93 value = [89, 4] class = negative 1271->1273 1274 bmi ≤ 27.1 gini = 0.1653 samples = 33 value = [30, 3] class = negative 1273->1274 1289 avg_glucose_level ≤ 158.89 gini = 0.0328 samples = 60 value = [59, 1] class = negative 1273->1289 1275 age ≤ 67.5 gini = 0.1172 samples = 32 value = [30, 2] class = negative 1274->1275 1288 gini = 0.0 samples = 1 value = [0, 1] class = positive 1274->1288 1276 avg_glucose_level ≤ 114.105 gini = 0.375 samples = 4 value = [3, 1] class = negative 1275->1276 1281 bmi ≤ 26.15 gini = 0.0689 samples = 28 value = [27, 1] class = negative 1275->1281 1277 gini = 0.0 samples = 2 value = [2, 0] class = negative 1276->1277 1278 avg_glucose_level ≤ 116.27 gini = 0.5 samples = 2 value = [1, 1] class = negative 1276->1278 1279 gini = 0.0 samples = 1 value = [0, 1] class = positive 1278->1279 1280 gini = 0.0 samples = 1 value = [1, 0] class = negative 1278->1280 1282 gini = 0.0 samples = 20 value = [20, 0] class = negative 1281->1282 1283 bmi ≤ 26.35 gini = 0.2188 samples = 8 value = [7, 1] class = negative 1281->1283 1284 avg_glucose_level ≤ 128.46 gini = 0.5 samples = 2 value = [1, 1] class = negative 1283->1284 1287 gini = 0.0 samples = 6 value = [6, 0] class = negative 1283->1287 1285 gini = 0.0 samples = 1 value = [0, 1] class = positive 1284->1285 1286 gini = 0.0 samples = 1 value = [1, 0] class = negative 1284->1286 1290 gini = 0.0 samples = 56 value = [56, 0] class = negative 1289->1290 1291 avg_glucose_level ≤ 162.36 gini = 0.375 samples = 4 value = [3, 1] class = negative 1289->1291 1292 gini = 0.0 samples = 1 value = [0, 1] class = positive 1291->1292 1293 gini = 0.0 samples = 3 value = [3, 0] class = negative 1291->1293 1295 bmi ≤ 29.55 gini = 0.426 samples = 13 value = [9, 4] class = negative 1294->1295 1304 bmi ≤ 34.1 gini = 0.0944 samples = 282 value = [268, 14] class = negative 1294->1304 1296 bmi ≤ 22.75 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1295->1296 1301 age ≤ 75.0 gini = 0.375 samples = 4 value = [1, 3] class = positive 1295->1301 1297 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1296->1297 1300 gini = 0.0 samples = 7 value = [7, 0] class = negative 1296->1300 1298 gini = 0.0 samples = 1 value = [1, 0] class = negative 1297->1298 1299 gini = 0.0 samples = 1 value = [0, 1] class = positive 1297->1299 1302 gini = 0.0 samples = 3 value = [0, 3] class = positive 1301->1302 1303 gini = 0.0 samples = 1 value = [1, 0] class = negative 1301->1303 1305 bmi ≤ 26.25 gini = 0.0832 samples = 276 value = [264, 12] class = negative 1304->1305 1346 bmi ≤ 34.25 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1304->1346 1306 bmi ≤ 26.15 gini = 0.2064 samples = 77 value = [68, 9] class = negative 1305->1306 1331 age ≤ 68.5 gini = 0.0297 samples = 199 value = [196, 3] class = negative 1305->1331 1307 avg_glucose_level ≤ 75.17 gini = 0.1884 samples = 76 value = [68, 8] class = negative 1306->1307 1330 gini = 0.0 samples = 1 value = [0, 1] class = positive 1306->1330 1308 age ≤ 67.5 gini = 0.3911 samples = 15 value = [11, 4] class = negative 1307->1308 1317 bmi ≤ 24.9 gini = 0.1225 samples = 61 value = [57, 4] class = negative 1307->1317 1309 gini = 0.0 samples = 1 value = [0, 1] class = positive 1308->1309 1310 avg_glucose_level ≤ 68.5 gini = 0.3367 samples = 14 value = [11, 3] class = negative 1308->1310 1311 gini = 0.0 samples = 8 value = [8, 0] class = negative 1310->1311 1312 age ≤ 71.5 gini = 0.5 samples = 6 value = [3, 3] class = negative 1310->1312 1313 gini = 0.0 samples = 2 value = [2, 0] class = negative 1312->1313 1314 bmi ≤ 24.65 gini = 0.375 samples = 4 value = [1, 3] class = positive 1312->1314 1315 gini = 0.0 samples = 3 value = [0, 3] class = positive 1314->1315 1316 gini = 0.0 samples = 1 value = [1, 0] class = negative 1314->1316 1318 gini = 0.0 samples = 38 value = [38, 0] class = negative 1317->1318 1319 bmi ≤ 25.05 gini = 0.2873 samples = 23 value = [19, 4] class = negative 1317->1319 1320 gini = 0.0 samples = 1 value = [0, 1] class = positive 1319->1320 1321 avg_glucose_level ≤ 126.705 gini = 0.2355 samples = 22 value = [19, 3] class = negative 1319->1321 1322 smoking_status ≤ 0.5 gini = 0.1723 samples = 21 value = [19, 2] class = negative 1321->1322 1329 gini = 0.0 samples = 1 value = [0, 1] class = positive 1321->1329 1323 gender ≤ 0.5 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1322->1323 1328 gini = 0.0 samples = 15 value = [15, 0] class = negative 1322->1328 1324 bmi ≤ 25.45 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1323->1324 1327 gini = 0.0 samples = 3 value = [3, 0] class = negative 1323->1327 1325 gini = 0.0 samples = 2 value = [0, 2] class = positive 1324->1325 1326 gini = 0.0 samples = 1 value = [1, 0] class = negative 1324->1326 1332 bmi ≤ 28.4 gini = 0.0928 samples = 41 value = [39, 2] class = negative 1331->1332 1339 bmi ≤ 31.35 gini = 0.0126 samples = 158 value = [157, 1] class = negative 1331->1339 1333 bmi ≤ 27.65 gini = 0.3457 samples = 9 value = [7, 2] class = negative 1332->1333 1338 gini = 0.0 samples = 32 value = [32, 0] class = negative 1332->1338 1334 gini = 0.0 samples = 6 value = [6, 0] class = negative 1333->1334 1335 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1333->1335 1336 gini = 0.0 samples = 1 value = [1, 0] class = negative 1335->1336 1337 gini = 0.0 samples = 2 value = [0, 2] class = positive 1335->1337 1340 gini = 0.0 samples = 117 value = [117, 0] class = negative 1339->1340 1341 bmi ≤ 31.55 gini = 0.0476 samples = 41 value = [40, 1] class = negative 1339->1341 1342 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1341->1342 1345 gini = 0.0 samples = 39 value = [39, 0] class = negative 1341->1345 1343 gini = 0.0 samples = 1 value = [1, 0] class = negative 1342->1343 1344 gini = 0.0 samples = 1 value = [0, 1] class = positive 1342->1344 1347 gini = 0.0 samples = 1 value = [0, 1] class = positive 1346->1347 1348 smoking_status ≤ 0.5 gini = 0.32 samples = 5 value = [4, 1] class = negative 1346->1348 1349 gini = 0.0 samples = 1 value = [0, 1] class = positive 1348->1349 1350 gini = 0.0 samples = 4 value = [4, 0] class = negative 1348->1350 1352 gini = 0.0 samples = 235 value = [235, 0] class = negative 1351->1352 1353 bmi ≤ 36.45 gini = 0.0351 samples = 112 value = [110, 2] class = negative 1351->1353 1354 bmi ≤ 36.35 gini = 0.0689 samples = 56 value = [54, 2] class = negative 1353->1354 1365 gini = 0.0 samples = 56 value = [56, 0] class = negative 1353->1365 1355 age ≤ 73.5 gini = 0.0364 samples = 54 value = [53, 1] class = negative 1354->1355 1362 age ≤ 73.0 gini = 0.5 samples = 2 value = [1, 1] class = negative 1354->1362 1356 gini = 0.0 samples = 38 value = [38, 0] class = negative 1355->1356 1357 age ≤ 74.5 gini = 0.1172 samples = 16 value = [15, 1] class = negative 1355->1357 1358 avg_glucose_level ≤ 82.985 gini = 0.32 samples = 5 value = [4, 1] class = negative 1357->1358 1361 gini = 0.0 samples = 11 value = [11, 0] class = negative 1357->1361 1359 gini = 0.0 samples = 4 value = [4, 0] class = negative 1358->1359 1360 gini = 0.0 samples = 1 value = [0, 1] class = positive 1358->1360 1363 gini = 0.0 samples = 1 value = [0, 1] class = positive 1362->1363 1364 gini = 0.0 samples = 1 value = [1, 0] class = negative 1362->1364 1367 gini = 0.0 samples = 1 value = [0, 1] class = positive 1366->1367 1368 bmi ≤ 20.55 gini = 0.1063 samples = 515 value = [486, 29] class = negative 1366->1368 1369 bmi ≤ 20.05 gini = 0.5 samples = 2 value = [1, 1] class = negative 1368->1369 1372 avg_glucose_level ≤ 199.93 gini = 0.1032 samples = 513 value = [485, 28] class = negative 1368->1372 1370 gini = 0.0 samples = 1 value = [1, 0] class = negative 1369->1370 1371 gini = 0.0 samples = 1 value = [0, 1] class = positive 1369->1371 1373 avg_glucose_level ≤ 199.685 gini = 0.1583 samples = 150 value = [137, 13] class = negative 1372->1373 1420 bmi ≤ 47.2 gini = 0.0792 samples = 363 value = [348, 15] class = negative 1372->1420 1374 Residence_type ≤ 0.5 gini = 0.1385 samples = 147 value = [136, 11] class = negative 1373->1374 1417 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1373->1417 1375 avg_glucose_level ≤ 184.8 gini = 0.2019 samples = 79 value = [70, 9] class = negative 1374->1375 1408 avg_glucose_level ≤ 194.975 gini = 0.0571 samples = 68 value = [66, 2] class = negative 1374->1408 1376 hypertension ≤ 0.5 gini = 0.3967 samples = 11 value = [8, 3] class = negative 1375->1376 1381 age ≤ 75.5 gini = 0.1609 samples = 68 value = [62, 6] class = negative 1375->1381 1377 avg_glucose_level ≤ 183.92 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1376->1377 1380 gini = 0.0 samples = 2 value = [0, 2] class = positive 1376->1380 1378 gini = 0.0 samples = 8 value = [8, 0] class = negative 1377->1378 1379 gini = 0.0 samples = 1 value = [0, 1] class = positive 1377->1379 1382 avg_glucose_level ≤ 199.11 gini = 0.1207 samples = 62 value = [58, 4] class = negative 1381->1382 1401 avg_glucose_level ≤ 195.55 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1381->1401 1383 bmi ≤ 22.45 gini = 0.095 samples = 60 value = [57, 3] class = negative 1382->1383 1398 age ≤ 74.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1382->1398 1384 bmi ≤ 21.9 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1383->1384 1387 bmi ≤ 36.45 gini = 0.0677 samples = 57 value = [55, 2] class = negative 1383->1387 1385 gini = 0.0 samples = 2 value = [2, 0] class = negative 1384->1385 1386 gini = 0.0 samples = 1 value = [0, 1] class = positive 1384->1386 1388 gini = 0.0 samples = 38 value = [38, 0] class = negative 1387->1388 1389 bmi ≤ 36.55 gini = 0.1884 samples = 19 value = [17, 2] class = negative 1387->1389 1390 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1389->1390 1393 age ≤ 68.5 gini = 0.1107 samples = 17 value = [16, 1] class = negative 1389->1393 1391 gini = 0.0 samples = 1 value = [0, 1] class = positive 1390->1391 1392 gini = 0.0 samples = 1 value = [1, 0] class = negative 1390->1392 1394 bmi ≤ 40.95 gini = 0.375 samples = 4 value = [3, 1] class = negative 1393->1394 1397 gini = 0.0 samples = 13 value = [13, 0] class = negative 1393->1397 1395 gini = 0.0 samples = 3 value = [3, 0] class = negative 1394->1395 1396 gini = 0.0 samples = 1 value = [0, 1] class = positive 1394->1396 1399 gini = 0.0 samples = 1 value = [1, 0] class = negative 1398->1399 1400 gini = 0.0 samples = 1 value = [0, 1] class = positive 1398->1400 1402 bmi ≤ 28.05 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1401->1402 1407 gini = 0.0 samples = 3 value = [3, 0] class = negative 1401->1407 1403 gini = 0.0 samples = 1 value = [0, 1] class = positive 1402->1403 1404 bmi ≤ 30.25 gini = 0.5 samples = 2 value = [1, 1] class = negative 1402->1404 1405 gini = 0.0 samples = 1 value = [1, 0] class = negative 1404->1405 1406 gini = 0.0 samples = 1 value = [0, 1] class = positive 1404->1406 1409 gini = 0.0 samples = 42 value = [42, 0] class = negative 1408->1409 1410 avg_glucose_level ≤ 195.24 gini = 0.142 samples = 26 value = [24, 2] class = negative 1408->1410 1411 gini = 0.0 samples = 1 value = [0, 1] class = positive 1410->1411 1412 avg_glucose_level ≤ 195.88 gini = 0.0768 samples = 25 value = [24, 1] class = negative 1410->1412 1413 avg_glucose_level ≤ 195.67 gini = 0.32 samples = 5 value = [4, 1] class = negative 1412->1413 1416 gini = 0.0 samples = 20 value = [20, 0] class = negative 1412->1416 1414 gini = 0.0 samples = 4 value = [4, 0] class = negative 1413->1414 1415 gini = 0.0 samples = 1 value = [0, 1] class = positive 1413->1415 1418 gini = 0.0 samples = 1 value = [1, 0] class = negative 1417->1418 1419 gini = 0.0 samples = 2 value = [0, 2] class = positive 1417->1419 1421 avg_glucose_level ≤ 211.03 gini = 0.0709 samples = 353 value = [340, 13] class = negative 1420->1421 1476 bmi ≤ 47.7 gini = 0.32 samples = 10 value = [8, 2] class = negative 1420->1476 1422 gini = 0.0 samples = 94 value = [94, 0] class = negative 1421->1422 1423 avg_glucose_level ≤ 211.38 gini = 0.0953 samples = 259 value = [246, 13] class = negative 1421->1423 1424 gini = 0.0 samples = 1 value = [0, 1] class = positive 1423->1424 1425 avg_glucose_level ≤ 213.845 gini = 0.0887 samples = 258 value = [246, 12] class = negative 1423->1425 1426 bmi ≤ 38.15 gini = 0.2112 samples = 25 value = [22, 3] class = negative 1425->1426 1435 bmi ≤ 25.9 gini = 0.0743 samples = 233 value = [224, 9] class = negative 1425->1435 1427 avg_glucose_level ≤ 213.745 gini = 0.1528 samples = 24 value = [22, 2] class = negative 1426->1427 1434 gini = 0.0 samples = 1 value = [0, 1] class = positive 1426->1434 1428 avg_glucose_level ≤ 213.335 gini = 0.0832 samples = 23 value = [22, 1] class = negative 1427->1428 1433 gini = 0.0 samples = 1 value = [0, 1] class = positive 1427->1433 1429 gini = 0.0 samples = 20 value = [20, 0] class = negative 1428->1429 1430 age ≤ 74.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1428->1430 1431 gini = 0.0 samples = 2 value = [2, 0] class = negative 1430->1431 1432 gini = 0.0 samples = 1 value = [0, 1] class = positive 1430->1432 1436 bmi ≤ 25.75 gini = 0.1855 samples = 29 value = [26, 3] class = negative 1435->1436 1449 avg_glucose_level ≤ 248.44 gini = 0.0571 samples = 204 value = [198, 6] class = negative 1435->1449 1437 avg_glucose_level ≤ 235.615 gini = 0.142 samples = 26 value = [24, 2] class = negative 1436->1437 1446 Residence_type ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1436->1446 1438 gini = 0.0 samples = 17 value = [17, 0] class = negative 1437->1438 1439 avg_glucose_level ≤ 238.88 gini = 0.3457 samples = 9 value = [7, 2] class = negative 1437->1439 1440 gini = 0.0 samples = 1 value = [0, 1] class = positive 1439->1440 1441 age ≤ 68.5 gini = 0.2188 samples = 8 value = [7, 1] class = negative 1439->1441 1442 avg_glucose_level ≤ 242.6 gini = 0.5 samples = 2 value = [1, 1] class = negative 1441->1442 1445 gini = 0.0 samples = 6 value = [6, 0] class = negative 1441->1445 1443 gini = 0.0 samples = 1 value = [1, 0] class = negative 1442->1443 1444 gini = 0.0 samples = 1 value = [0, 1] class = positive 1442->1444 1447 gini = 0.0 samples = 2 value = [2, 0] class = negative 1446->1447 1448 gini = 0.0 samples = 1 value = [0, 1] class = positive 1446->1448 1450 avg_glucose_level ≤ 224.895 gini = 0.0421 samples = 186 value = [182, 4] class = negative 1449->1450 1469 avg_glucose_level ≤ 249.04 gini = 0.1975 samples = 18 value = [16, 2] class = negative 1449->1469 1451 avg_glucose_level ≤ 224.41 gini = 0.0832 samples = 92 value = [88, 4] class = negative 1450->1451 1468 gini = 0.0 samples = 94 value = [94, 0] class = negative 1450->1468 1452 avg_glucose_level ≤ 219.645 gini = 0.0638 samples = 91 value = [88, 3] class = negative 1451->1452 1467 gini = 0.0 samples = 1 value = [0, 1] class = positive 1451->1467 1453 gini = 0.0 samples = 48 value = [48, 0] class = negative 1452->1453 1454 avg_glucose_level ≤ 219.76 gini = 0.1298 samples = 43 value = [40, 3] class = negative 1452->1454 1455 gini = 0.0 samples = 1 value = [0, 1] class = positive 1454->1455 1456 bmi ≤ 30.15 gini = 0.0907 samples = 42 value = [40, 2] class = negative 1454->1456 1457 bmi ≤ 29.9 gini = 0.2188 samples = 16 value = [14, 2] class = negative 1456->1457 1466 gini = 0.0 samples = 26 value = [26, 0] class = negative 1456->1466 1458 gini = 0.0 samples = 11 value = [11, 0] class = negative 1457->1458 1459 age ≤ 71.0 gini = 0.48 samples = 5 value = [3, 2] class = negative 1457->1459 1460 hypertension ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 1459->1460 1465 gini = 0.0 samples = 1 value = [0, 1] class = positive 1459->1465 1461 age ≤ 68.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1460->1461 1464 gini = 0.0 samples = 2 value = [2, 0] class = negative 1460->1464 1462 gini = 0.0 samples = 1 value = [0, 1] class = positive 1461->1462 1463 gini = 0.0 samples = 1 value = [1, 0] class = negative 1461->1463 1470 gini = 0.0 samples = 1 value = [0, 1] class = positive 1469->1470 1471 bmi ≤ 38.6 gini = 0.1107 samples = 17 value = [16, 1] class = negative 1469->1471 1472 gini = 0.0 samples = 13 value = [13, 0] class = negative 1471->1472 1473 bmi ≤ 40.05 gini = 0.375 samples = 4 value = [3, 1] class = negative 1471->1473 1474 gini = 0.0 samples = 1 value = [0, 1] class = positive 1473->1474 1475 gini = 0.0 samples = 3 value = [3, 0] class = negative 1473->1475 1477 gini = 0.0 samples = 1 value = [0, 1] class = positive 1476->1477 1478 age ≤ 75.5 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1476->1478 1479 gini = 0.0 samples = 8 value = [8, 0] class = negative 1478->1479 1480 gini = 0.0 samples = 1 value = [0, 1] class = positive 1478->1480 1482 age ≤ 75.5 gini = 0.134 samples = 277 value = [257, 20] class = negative 1481->1482 1553 avg_glucose_level ≤ 195.24 gini = 0.2864 samples = 127 value = [105, 22] class = negative 1481->1553 1483 age ≤ 73.5 gini = 0.1576 samples = 232 value = [212, 20] class = negative 1482->1483 1552 gini = 0.0 samples = 45 value = [45, 0] class = negative 1482->1552 1484 ever_married ≤ 0.5 gini = 0.1213 samples = 185 value = [173, 12] class = negative 1483->1484 1531 avg_glucose_level ≤ 67.04 gini = 0.2825 samples = 47 value = [39, 8] class = negative 1483->1531 1485 avg_glucose_level ≤ 75.27 gini = 0.3367 samples = 14 value = [11, 3] class = negative 1484->1485 1494 bmi ≤ 27.95 gini = 0.0997 samples = 171 value = [162, 9] class = negative 1484->1494 1486 age ≤ 69.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1485->1486 1489 hypertension ≤ 0.5 gini = 0.1653 samples = 11 value = [10, 1] class = negative 1485->1489 1487 gini = 0.0 samples = 2 value = [0, 2] class = positive 1486->1487 1488 gini = 0.0 samples = 1 value = [1, 0] class = negative 1486->1488 1490 gini = 0.0 samples = 9 value = [9, 0] class = negative 1489->1490 1491 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1489->1491 1492 gini = 0.0 samples = 1 value = [1, 0] class = negative 1491->1492 1493 gini = 0.0 samples = 1 value = [0, 1] class = positive 1491->1493 1495 bmi ≤ 27.7 gini = 0.1631 samples = 67 value = [61, 6] class = negative 1494->1495 1518 avg_glucose_level ≤ 59.65 gini = 0.056 samples = 104 value = [101, 3] class = negative 1494->1518 1496 avg_glucose_level ≤ 89.565 gini = 0.142 samples = 65 value = [60, 5] class = negative 1495->1496 1515 avg_glucose_level ≤ 106.315 gini = 0.5 samples = 2 value = [1, 1] class = negative 1495->1515 1497 avg_glucose_level ≤ 87.565 gini = 0.2311 samples = 30 value = [26, 4] class = negative 1496->1497 1510 avg_glucose_level ≤ 129.495 gini = 0.0555 samples = 35 value = [34, 1] class = negative 1496->1510 1498 avg_glucose_level ≤ 77.4 gini = 0.142 samples = 26 value = [24, 2] class = negative 1497->1498 1507 smoking_status ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 1497->1507 1499 gini = 0.0 samples = 16 value = [16, 0] class = negative 1498->1499 1500 avg_glucose_level ≤ 77.795 gini = 0.32 samples = 10 value = [8, 2] class = negative 1498->1500 1501 gini = 0.0 samples = 1 value = [0, 1] class = positive 1500->1501 1502 gender ≤ 0.5 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1500->1502 1503 bmi ≤ 26.15 gini = 0.5 samples = 2 value = [1, 1] class = negative 1502->1503 1506 gini = 0.0 samples = 7 value = [7, 0] class = negative 1502->1506 1504 gini = 0.0 samples = 1 value = [0, 1] class = positive 1503->1504 1505 gini = 0.0 samples = 1 value = [1, 0] class = negative 1503->1505 1508 gini = 0.0 samples = 2 value = [2, 0] class = negative 1507->1508 1509 gini = 0.0 samples = 2 value = [0, 2] class = positive 1507->1509 1511 gini = 0.0 samples = 28 value = [28, 0] class = negative 1510->1511 1512 avg_glucose_level ≤ 139.61 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1510->1512 1513 gini = 0.0 samples = 1 value = [0, 1] class = positive 1512->1513 1514 gini = 0.0 samples = 6 value = [6, 0] class = negative 1512->1514 1516 gini = 0.0 samples = 1 value = [1, 0] class = negative 1515->1516 1517 gini = 0.0 samples = 1 value = [0, 1] class = positive 1515->1517 1519 avg_glucose_level ≤ 58.87 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1518->1519 1522 age ≤ 71.5 gini = 0.0404 samples = 97 value = [95, 2] class = negative 1518->1522 1520 gini = 0.0 samples = 6 value = [6, 0] class = negative 1519->1520 1521 gini = 0.0 samples = 1 value = [0, 1] class = positive 1519->1521 1523 gini = 0.0 samples = 63 value = [63, 0] class = negative 1522->1523 1524 bmi ≤ 32.95 gini = 0.1107 samples = 34 value = [32, 2] class = negative 1522->1524 1525 gini = 0.0 samples = 24 value = [24, 0] class = negative 1524->1525 1526 bmi ≤ 34.1 gini = 0.32 samples = 10 value = [8, 2] class = negative 1524->1526 1527 avg_glucose_level ≤ 82.03 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1526->1527 1530 gini = 0.0 samples = 7 value = [7, 0] class = negative 1526->1530 1528 gini = 0.0 samples = 1 value = [1, 0] class = negative 1527->1528 1529 gini = 0.0 samples = 2 value = [0, 2] class = positive 1527->1529 1532 avg_glucose_level ≤ 62.405 gini = 0.5 samples = 4 value = [2, 2] class = negative 1531->1532 1535 bmi ≤ 27.8 gini = 0.2401 samples = 43 value = [37, 6] class = negative 1531->1535 1533 gini = 0.0 samples = 2 value = [2, 0] class = negative 1532->1533 1534 gini = 0.0 samples = 2 value = [0, 2] class = positive 1532->1534 1536 bmi ≤ 26.75 gini = 0.3911 samples = 15 value = [11, 4] class = negative 1535->1536 1545 avg_glucose_level ≤ 179.715 gini = 0.1327 samples = 28 value = [26, 2] class = negative 1535->1545 1537 hypertension ≤ 0.5 gini = 0.1528 samples = 12 value = [11, 1] class = negative 1536->1537 1544 gini = 0.0 samples = 3 value = [0, 3] class = positive 1536->1544 1538 gini = 0.0 samples = 9 value = [9, 0] class = negative 1537->1538 1539 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1537->1539 1540 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1539->1540 1543 gini = 0.0 samples = 1 value = [1, 0] class = negative 1539->1543 1541 gini = 0.0 samples = 1 value = [0, 1] class = positive 1540->1541 1542 gini = 0.0 samples = 1 value = [1, 0] class = negative 1540->1542 1546 gini = 0.0 samples = 22 value = [22, 0] class = negative 1545->1546 1547 age ≤ 74.5 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1545->1547 1548 gini = 0.0 samples = 3 value = [3, 0] class = negative 1547->1548 1549 bmi ≤ 30.6 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1547->1549 1550 gini = 0.0 samples = 1 value = [1, 0] class = negative 1549->1550 1551 gini = 0.0 samples = 2 value = [0, 2] class = positive 1549->1551 1554 smoking_status ≤ 0.5 gini = 0.375 samples = 4 value = [1, 3] class = positive 1553->1554 1557 ever_married ≤ 0.5 gini = 0.2612 samples = 123 value = [104, 19] class = negative 1553->1557 1555 gini = 0.0 samples = 1 value = [1, 0] class = negative 1554->1555 1556 gini = 0.0 samples = 3 value = [0, 3] class = positive 1554->1556 1558 avg_glucose_level ≤ 220.16 gini = 0.5 samples = 4 value = [2, 2] class = negative 1557->1558 1561 age ≤ 67.5 gini = 0.2449 samples = 119 value = [102, 17] class = negative 1557->1561 1559 gini = 0.0 samples = 2 value = [0, 2] class = positive 1558->1559 1560 gini = 0.0 samples = 2 value = [2, 0] class = negative 1558->1560 1562 avg_glucose_level ≤ 206.27 gini = 0.4297 samples = 16 value = [11, 5] class = negative 1561->1562 1569 bmi ≤ 40.25 gini = 0.2059 samples = 103 value = [91, 12] class = negative 1561->1569 1563 gini = 0.0 samples = 3 value = [0, 3] class = positive 1562->1563 1564 bmi ≤ 36.45 gini = 0.2604 samples = 13 value = [11, 2] class = negative 1562->1564 1565 gini = 0.0 samples = 10 value = [10, 0] class = negative 1564->1565 1566 avg_glucose_level ≤ 230.94 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1564->1566 1567 gini = 0.0 samples = 2 value = [0, 2] class = positive 1566->1567 1568 gini = 0.0 samples = 1 value = [1, 0] class = negative 1566->1568 1570 bmi ≤ 32.05 gini = 0.1604 samples = 91 value = [83, 8] class = negative 1569->1570 1593 bmi ≤ 44.0 gini = 0.4444 samples = 12 value = [8, 4] class = negative 1569->1593 1571 bmi ≤ 31.35 gini = 0.2486 samples = 55 value = [47, 8] class = negative 1570->1571 1592 gini = 0.0 samples = 36 value = [36, 0] class = negative 1570->1592 1572 avg_glucose_level ≤ 218.45 gini = 0.1738 samples = 52 value = [47, 5] class = negative 1571->1572 1591 gini = 0.0 samples = 3 value = [0, 3] class = positive 1571->1591 1573 bmi ≤ 30.6 gini = 0.0666 samples = 29 value = [28, 1] class = negative 1572->1573 1580 avg_glucose_level ≤ 220.295 gini = 0.2873 samples = 23 value = [19, 4] class = negative 1572->1580 1574 gini = 0.0 samples = 25 value = [25, 0] class = negative 1573->1574 1575 avg_glucose_level ≤ 208.31 gini = 0.375 samples = 4 value = [3, 1] class = negative 1573->1575 1576 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1575->1576 1579 gini = 0.0 samples = 2 value = [2, 0] class = negative 1575->1579 1577 gini = 0.0 samples = 1 value = [0, 1] class = positive 1576->1577 1578 gini = 0.0 samples = 1 value = [1, 0] class = negative 1576->1578 1581 gini = 0.0 samples = 2 value = [0, 2] class = positive 1580->1581 1582 bmi ≤ 22.2 gini = 0.1723 samples = 21 value = [19, 2] class = negative 1580->1582 1583 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1582->1583 1586 avg_glucose_level ≤ 238.33 gini = 0.0997 samples = 19 value = [18, 1] class = negative 1582->1586 1584 gini = 0.0 samples = 1 value = [1, 0] class = negative 1583->1584 1585 gini = 0.0 samples = 1 value = [0, 1] class = positive 1583->1585 1587 gini = 0.0 samples = 14 value = [14, 0] class = negative 1586->1587 1588 bmi ≤ 27.65 gini = 0.32 samples = 5 value = [4, 1] class = negative 1586->1588 1589 gini = 0.0 samples = 1 value = [0, 1] class = positive 1588->1589 1590 gini = 0.0 samples = 4 value = [4, 0] class = negative 1588->1590 1594 gender ≤ 0.5 gini = 0.4898 samples = 7 value = [3, 4] class = positive 1593->1594 1603 gini = 0.0 samples = 5 value = [5, 0] class = negative 1593->1603 1595 age ≤ 71.0 gini = 0.48 samples = 5 value = [3, 2] class = negative 1594->1595 1602 gini = 0.0 samples = 2 value = [0, 2] class = positive 1594->1602 1596 avg_glucose_level ≤ 218.89 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1595->1596 1601 gini = 0.0 samples = 2 value = [2, 0] class = negative 1595->1601 1597 gini = 0.0 samples = 1 value = [0, 1] class = positive 1596->1597 1598 avg_glucose_level ≤ 242.395 gini = 0.5 samples = 2 value = [1, 1] class = negative 1596->1598 1599 gini = 0.0 samples = 1 value = [1, 0] class = negative 1598->1599 1600 gini = 0.0 samples = 1 value = [0, 1] class = positive 1598->1600 1605 avg_glucose_level ≤ 85.255 gini = 0.1427 samples = 1358 value = [1253, 105] class = negative 1604->1605 1954 avg_glucose_level ≤ 123.3 gini = 0.2051 samples = 612 value = [541, 71] class = negative 1604->1954 1606 avg_glucose_level ≤ 85.165 gini = 0.1729 samples = 659 value = [596, 63] class = negative 1605->1606 1807 avg_glucose_level ≤ 96.965 gini = 0.113 samples = 699 value = [657, 42] class = negative 1605->1807 1607 bmi ≤ 44.5 gini = 0.1685 samples = 657 value = [596, 61] class = negative 1606->1607 1806 gini = 0.0 samples = 2 value = [0, 2] class = positive 1606->1806 1608 avg_glucose_level ≤ 56.265 gini = 0.1642 samples = 654 value = [595, 59] class = negative 1607->1608 1803 bmi ≤ 46.6 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1607->1803 1609 avg_glucose_level ≤ 55.575 gini = 0.375 samples = 12 value = [9, 3] class = negative 1608->1609 1618 hypertension ≤ 0.5 gini = 0.1592 samples = 642 value = [586, 56] class = negative 1608->1618 1610 gini = 0.0 samples = 6 value = [6, 0] class = negative 1609->1610 1611 gender ≤ 0.5 gini = 0.5 samples = 6 value = [3, 3] class = negative 1609->1611 1612 gini = 0.0 samples = 2 value = [2, 0] class = negative 1611->1612 1613 avg_glucose_level ≤ 56.145 gini = 0.375 samples = 4 value = [1, 3] class = positive 1611->1613 1614 gini = 0.0 samples = 2 value = [0, 2] class = positive 1613->1614 1615 age ≤ 80.0 gini = 0.5 samples = 2 value = [1, 1] class = negative 1613->1615 1616 gini = 0.0 samples = 1 value = [1, 0] class = negative 1615->1616 1617 gini = 0.0 samples = 1 value = [0, 1] class = positive 1615->1617 1619 bmi ≤ 18.05 gini = 0.1404 samples = 500 value = [462, 38] class = negative 1618->1619 1754 avg_glucose_level ≤ 84.48 gini = 0.2214 samples = 142 value = [124, 18] class = negative 1618->1754 1620 bmi ≤ 17.95 gini = 0.3967 samples = 11 value = [8, 3] class = negative 1619->1620 1629 avg_glucose_level ≤ 81.685 gini = 0.1329 samples = 489 value = [454, 35] class = negative 1619->1629 1621 Residence_type ≤ 0.5 gini = 0.32 samples = 10 value = [8, 2] class = negative 1620->1621 1628 gini = 0.0 samples = 1 value = [0, 1] class = positive 1620->1628 1622 smoking_status ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 1621->1622 1627 gini = 0.0 samples = 6 value = [6, 0] class = negative 1621->1627 1623 bmi ≤ 17.2 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1622->1623 1626 gini = 0.0 samples = 1 value = [0, 1] class = positive 1622->1626 1624 gini = 0.0 samples = 1 value = [0, 1] class = positive 1623->1624 1625 gini = 0.0 samples = 2 value = [2, 0] class = negative 1623->1625 1630 avg_glucose_level ≤ 81.34 gini = 0.149 samples = 407 value = [374, 33] class = negative 1629->1630 1743 gender ≤ 0.5 gini = 0.0476 samples = 82 value = [80, 2] class = negative 1629->1743 1631 age ≤ 81.5 gini = 0.1394 samples = 398 value = [368, 30] class = negative 1630->1631 1736 age ≤ 80.5 gini = 0.4444 samples = 9 value = [6, 3] class = negative 1630->1736 1632 avg_glucose_level ≤ 64.18 gini = 0.1548 samples = 343 value = [314, 29] class = negative 1631->1632 1731 avg_glucose_level ≤ 59.74 gini = 0.0357 samples = 55 value = [54, 1] class = negative 1631->1731 1633 heart_disease ≤ 0.5 gini = 0.0843 samples = 68 value = [65, 3] class = negative 1632->1633 1648 avg_glucose_level ≤ 64.235 gini = 0.1712 samples = 275 value = [249, 26] class = negative 1632->1648 1634 age ≤ 78.5 gini = 0.0339 samples = 58 value = [57, 1] class = negative 1633->1634 1641 bmi ≤ 21.45 gini = 0.32 samples = 10 value = [8, 2] class = negative 1633->1641 1635 bmi ≤ 24.25 gini = 0.1172 samples = 16 value = [15, 1] class = negative 1634->1635 1640 gini = 0.0 samples = 42 value = [42, 0] class = negative 1634->1640 1636 bmi ≤ 22.3 gini = 0.5 samples = 2 value = [1, 1] class = negative 1635->1636 1639 gini = 0.0 samples = 14 value = [14, 0] class = negative 1635->1639 1637 gini = 0.0 samples = 1 value = [1, 0] class = negative 1636->1637 1638 gini = 0.0 samples = 1 value = [0, 1] class = positive 1636->1638 1642 gini = 0.0 samples = 1 value = [0, 1] class = positive 1641->1642 1643 age ≤ 78.5 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1641->1643 1644 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1643->1644 1647 gini = 0.0 samples = 7 value = [7, 0] class = negative 1643->1647 1645 gini = 0.0 samples = 1 value = [0, 1] class = positive 1644->1645 1646 gini = 0.0 samples = 1 value = [1, 0] class = negative 1644->1646 1649 gini = 0.0 samples = 1 value = [0, 1] class = positive 1648->1649 1650 avg_glucose_level ≤ 66.07 gini = 0.1658 samples = 274 value = [249, 25] class = negative 1648->1650 1651 bmi ≤ 23.15 gini = 0.3047 samples = 32 value = [26, 6] class = negative 1650->1651 1666 bmi ≤ 25.75 gini = 0.1447 samples = 242 value = [223, 19] class = negative 1650->1666 1652 gini = 0.0 samples = 2 value = [0, 2] class = positive 1651->1652 1653 age ≤ 78.5 gini = 0.2311 samples = 30 value = [26, 4] class = negative 1651->1653 1654 bmi ≤ 25.05 gini = 0.375 samples = 12 value = [9, 3] class = negative 1653->1654 1661 bmi ≤ 29.0 gini = 0.1049 samples = 18 value = [17, 1] class = negative 1653->1661 1655 gini = 0.0 samples = 2 value = [0, 2] class = positive 1654->1655 1656 heart_disease ≤ 0.5 gini = 0.18 samples = 10 value = [9, 1] class = negative 1654->1656 1657 gini = 0.0 samples = 7 value = [7, 0] class = negative 1656->1657 1658 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1656->1658 1659 gini = 0.0 samples = 1 value = [0, 1] class = positive 1658->1659 1660 gini = 0.0 samples = 2 value = [2, 0] class = negative 1658->1660 1662 gini = 0.0 samples = 13 value = [13, 0] class = negative 1661->1662 1663 bmi ≤ 29.35 gini = 0.32 samples = 5 value = [4, 1] class = negative 1661->1663 1664 gini = 0.0 samples = 1 value = [0, 1] class = positive 1663->1664 1665 gini = 0.0 samples = 4 value = [4, 0] class = negative 1663->1665 1667 avg_glucose_level ≤ 78.795 gini = 0.0775 samples = 99 value = [95, 4] class = negative 1666->1667 1682 bmi ≤ 26.85 gini = 0.1878 samples = 143 value = [128, 15] class = negative 1666->1682 1668 avg_glucose_level ≤ 67.37 gini = 0.026 samples = 76 value = [75, 1] class = negative 1667->1668 1673 bmi ≤ 20.6 gini = 0.2268 samples = 23 value = [20, 3] class = negative 1667->1673 1669 avg_glucose_level ≤ 67.2 gini = 0.2188 samples = 8 value = [7, 1] class = negative 1668->1669 1672 gini = 0.0 samples = 68 value = [68, 0] class = negative 1668->1672 1670 gini = 0.0 samples = 7 value = [7, 0] class = negative 1669->1670 1671 gini = 0.0 samples = 1 value = [0, 1] class = positive 1669->1671 1674 avg_glucose_level ≤ 80.39 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1673->1674 1677 age ≤ 80.5 gini = 0.095 samples = 20 value = [19, 1] class = negative 1673->1677 1675 gini = 0.0 samples = 2 value = [0, 2] class = positive 1674->1675 1676 gini = 0.0 samples = 1 value = [1, 0] class = negative 1674->1676 1678 gini = 0.0 samples = 16 value = [16, 0] class = negative 1677->1678 1679 Residence_type ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 1677->1679 1680 gini = 0.0 samples = 1 value = [0, 1] class = positive 1679->1680 1681 gini = 0.0 samples = 3 value = [3, 0] class = negative 1679->1681 1683 avg_glucose_level ≤ 79.85 gini = 0.3648 samples = 25 value = [19, 6] class = negative 1682->1683 1700 bmi ≤ 28.35 gini = 0.1409 samples = 118 value = [109, 9] class = negative 1682->1700 1684 Residence_type ≤ 0.5 gini = 0.2975 samples = 22 value = [18, 4] class = negative 1683->1684 1697 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1683->1697 1685 gini = 0.0 samples = 7 value = [7, 0] class = negative 1684->1685 1686 gender ≤ 0.5 gini = 0.3911 samples = 15 value = [11, 4] class = negative 1684->1686 1687 bmi ≤ 25.9 gini = 0.2778 samples = 12 value = [10, 2] class = negative 1686->1687 1694 avg_glucose_level ≤ 76.58 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1686->1694 1688 gini = 0.0 samples = 1 value = [0, 1] class = positive 1687->1688 1689 bmi ≤ 26.5 gini = 0.1653 samples = 11 value = [10, 1] class = negative 1687->1689 1690 gini = 0.0 samples = 7 value = [7, 0] class = negative 1689->1690 1691 avg_glucose_level ≤ 74.9 gini = 0.375 samples = 4 value = [3, 1] class = negative 1689->1691 1692 gini = 0.0 samples = 3 value = [3, 0] class = negative 1691->1692 1693 gini = 0.0 samples = 1 value = [0, 1] class = positive 1691->1693 1695 gini = 0.0 samples = 2 value = [0, 2] class = positive 1694->1695 1696 gini = 0.0 samples = 1 value = [1, 0] class = negative 1694->1696 1698 gini = 0.0 samples = 1 value = [1, 0] class = negative 1697->1698 1699 gini = 0.0 samples = 2 value = [0, 2] class = positive 1697->1699 1701 gini = 0.0 samples = 28 value = [28, 0] class = negative 1700->1701 1702 bmi ≤ 28.45 gini = 0.18 samples = 90 value = [81, 9] class = negative 1700->1702 1703 gini = 0.0 samples = 1 value = [0, 1] class = positive 1702->1703 1704 avg_glucose_level ≤ 78.635 gini = 0.1636 samples = 89 value = [81, 8] class = negative 1702->1704 1705 avg_glucose_level ≤ 78.43 gini = 0.205 samples = 69 value = [61, 8] class = negative 1704->1705 1730 gini = 0.0 samples = 20 value = [20, 0] class = negative 1704->1730 1706 age ≤ 78.5 gini = 0.1847 samples = 68 value = [61, 7] class = negative 1705->1706 1729 gini = 0.0 samples = 1 value = [0, 1] class = positive 1705->1729 1707 gini = 0.0 samples = 20 value = [20, 0] class = negative 1706->1707 1708 bmi ≤ 30.25 gini = 0.2491 samples = 48 value = [41, 7] class = negative 1706->1708 1709 gini = 0.0 samples = 15 value = [15, 0] class = negative 1708->1709 1710 bmi ≤ 30.8 gini = 0.3343 samples = 33 value = [26, 7] class = negative 1708->1710 1711 avg_glucose_level ≤ 76.15 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1710->1711 1714 bmi ≤ 32.95 gini = 0.2778 samples = 30 value = [25, 5] class = negative 1710->1714 1712 gini = 0.0 samples = 2 value = [0, 2] class = positive 1711->1712 1713 gini = 0.0 samples = 1 value = [1, 0] class = negative 1711->1713 1715 gini = 0.0 samples = 10 value = [10, 0] class = negative 1714->1715 1716 bmi ≤ 37.45 gini = 0.375 samples = 20 value = [15, 5] class = negative 1714->1716 1717 gender ≤ 0.5 gini = 0.4734 samples = 13 value = [8, 5] class = negative 1716->1717 1728 gini = 0.0 samples = 7 value = [7, 0] class = negative 1716->1728 1718 bmi ≤ 33.95 gini = 0.3967 samples = 11 value = [8, 3] class = negative 1717->1718 1727 gini = 0.0 samples = 2 value = [0, 2] class = positive 1717->1727 1719 gini = 0.0 samples = 5 value = [5, 0] class = negative 1718->1719 1720 age ≤ 79.5 gini = 0.5 samples = 6 value = [3, 3] class = negative 1718->1720 1721 avg_glucose_level ≤ 74.06 gini = 0.375 samples = 4 value = [3, 1] class = negative 1720->1721 1726 gini = 0.0 samples = 2 value = [0, 2] class = positive 1720->1726 1722 gini = 0.0 samples = 2 value = [2, 0] class = negative 1721->1722 1723 bmi ≤ 35.1 gini = 0.5 samples = 2 value = [1, 1] class = negative 1721->1723 1724 gini = 0.0 samples = 1 value = [1, 0] class = negative 1723->1724 1725 gini = 0.0 samples = 1 value = [0, 1] class = positive 1723->1725 1732 avg_glucose_level ≤ 59.275 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1731->1732 1735 gini = 0.0 samples = 46 value = [46, 0] class = negative 1731->1735 1733 gini = 0.0 samples = 8 value = [8, 0] class = negative 1732->1733 1734 gini = 0.0 samples = 1 value = [0, 1] class = positive 1732->1734 1737 bmi ≤ 29.2 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1736->1737 1740 bmi ≤ 34.7 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1736->1740 1738 gini = 0.0 samples = 5 value = [5, 0] class = negative 1737->1738 1739 gini = 0.0 samples = 1 value = [0, 1] class = positive 1737->1739 1741 gini = 0.0 samples = 2 value = [0, 2] class = positive 1740->1741 1742 gini = 0.0 samples = 1 value = [1, 0] class = negative 1740->1742 1744 gini = 0.0 samples = 51 value = [51, 0] class = negative 1743->1744 1745 bmi ≤ 26.5 gini = 0.1207 samples = 31 value = [29, 2] class = negative 1743->1745 1746 gini = 0.0 samples = 16 value = [16, 0] class = negative 1745->1746 1747 bmi ≤ 27.45 gini = 0.2311 samples = 15 value = [13, 2] class = negative 1745->1747 1748 gini = 0.0 samples = 1 value = [0, 1] class = positive 1747->1748 1749 bmi ≤ 30.65 gini = 0.1327 samples = 14 value = [13, 1] class = negative 1747->1749 1750 gini = 0.0 samples = 9 value = [9, 0] class = negative 1749->1750 1751 bmi ≤ 31.35 gini = 0.32 samples = 5 value = [4, 1] class = negative 1749->1751 1752 gini = 0.0 samples = 1 value = [0, 1] class = positive 1751->1752 1753 gini = 0.0 samples = 4 value = [4, 0] class = negative 1751->1753 1755 ever_married ≤ 0.5 gini = 0.195 samples = 137 value = [122, 15] class = negative 1754->1755 1800 heart_disease ≤ 0.5 gini = 0.48 samples = 5 value = [2, 3] class = positive 1754->1800 1756 avg_glucose_level ≤ 78.265 gini = 0.4444 samples = 15 value = [10, 5] class = negative 1755->1756 1767 bmi ≤ 29.85 gini = 0.1505 samples = 122 value = [112, 10] class = negative 1755->1767 1757 bmi ≤ 26.85 gini = 0.2778 samples = 12 value = [10, 2] class = negative 1756->1757 1766 gini = 0.0 samples = 3 value = [0, 3] class = positive 1756->1766 1758 gini = 0.0 samples = 7 value = [7, 0] class = negative 1757->1758 1759 avg_glucose_level ≤ 65.09 gini = 0.48 samples = 5 value = [3, 2] class = negative 1757->1759 1760 gini = 0.0 samples = 2 value = [2, 0] class = negative 1759->1760 1761 smoking_status ≤ 0.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1759->1761 1762 gini = 0.0 samples = 1 value = [0, 1] class = positive 1761->1762 1763 heart_disease ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1761->1763 1764 gini = 0.0 samples = 1 value = [1, 0] class = negative 1763->1764 1765 gini = 0.0 samples = 1 value = [0, 1] class = positive 1763->1765 1768 bmi ≤ 29.65 gini = 0.1995 samples = 89 value = [79, 10] class = negative 1767->1768 1799 gini = 0.0 samples = 33 value = [33, 0] class = negative 1767->1799 1769 age ≤ 79.5 gini = 0.167 samples = 87 value = [79, 8] class = negative 1768->1769 1798 gini = 0.0 samples = 2 value = [0, 2] class = positive 1768->1798 1770 bmi ≤ 19.4 gini = 0.0487 samples = 40 value = [39, 1] class = negative 1769->1770 1775 age ≤ 81.5 gini = 0.2535 samples = 47 value = [40, 7] class = negative 1769->1775 1771 bmi ≤ 18.8 gini = 0.375 samples = 4 value = [3, 1] class = negative 1770->1771 1774 gini = 0.0 samples = 36 value = [36, 0] class = negative 1770->1774 1772 gini = 0.0 samples = 3 value = [3, 0] class = negative 1771->1772 1773 gini = 0.0 samples = 1 value = [0, 1] class = positive 1771->1773 1776 avg_glucose_level ≤ 67.825 gini = 0.3578 samples = 30 value = [23, 7] class = negative 1775->1776 1797 gini = 0.0 samples = 17 value = [17, 0] class = negative 1775->1797 1777 avg_glucose_level ≤ 58.92 gini = 0.142 samples = 13 value = [12, 1] class = negative 1776->1777 1782 heart_disease ≤ 0.5 gini = 0.4567 samples = 17 value = [11, 6] class = negative 1776->1782 1778 Residence_type ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1777->1778 1781 gini = 0.0 samples = 11 value = [11, 0] class = negative 1777->1781 1779 gini = 0.0 samples = 1 value = [1, 0] class = negative 1778->1779 1780 gini = 0.0 samples = 1 value = [0, 1] class = positive 1778->1780 1783 bmi ≤ 29.05 gini = 0.4959 samples = 11 value = [5, 6] class = positive 1782->1783 1796 gini = 0.0 samples = 6 value = [6, 0] class = negative 1782->1796 1784 avg_glucose_level ≤ 75.92 gini = 0.48 samples = 10 value = [4, 6] class = positive 1783->1784 1795 gini = 0.0 samples = 1 value = [1, 0] class = negative 1783->1795 1785 smoking_status ≤ 0.5 gini = 0.4898 samples = 7 value = [4, 3] class = negative 1784->1785 1794 gini = 0.0 samples = 3 value = [0, 3] class = positive 1784->1794 1786 avg_glucose_level ≤ 68.945 gini = 0.48 samples = 5 value = [2, 3] class = positive 1785->1786 1793 gini = 0.0 samples = 2 value = [2, 0] class = negative 1785->1793 1787 gini = 0.0 samples = 1 value = [0, 1] class = positive 1786->1787 1788 bmi ≤ 23.25 gini = 0.5 samples = 4 value = [2, 2] class = negative 1786->1788 1789 gini = 0.0 samples = 1 value = [0, 1] class = positive 1788->1789 1790 bmi ≤ 28.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1788->1790 1791 gini = 0.0 samples = 2 value = [2, 0] class = negative 1790->1791 1792 gini = 0.0 samples = 1 value = [0, 1] class = positive 1790->1792 1801 gini = 0.0 samples = 3 value = [0, 3] class = positive 1800->1801 1802 gini = 0.0 samples = 2 value = [2, 0] class = negative 1800->1802 1804 gini = 0.0 samples = 2 value = [0, 2] class = positive 1803->1804 1805 gini = 0.0 samples = 1 value = [1, 0] class = negative 1803->1805 1808 bmi ≤ 24.35 gini = 0.0689 samples = 308 value = [297, 11] class = negative 1807->1808 1853 avg_glucose_level ≤ 96.975 gini = 0.146 samples = 391 value = [360, 31] class = negative 1807->1853 1809 bmi ≤ 24.15 gini = 0.1435 samples = 90 value = [83, 7] class = negative 1808->1809 1836 gender ≤ 0.5 gini = 0.036 samples = 218 value = [214, 4] class = negative 1808->1836 1810 bmi ≤ 22.65 gini = 0.112 samples = 84 value = [79, 5] class = negative 1809->1810 1831 age ≤ 79.5 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1809->1831 1811 bmi ≤ 22.55 gini = 0.1709 samples = 53 value = [48, 5] class = negative 1810->1811 1830 gini = 0.0 samples = 31 value = [31, 0] class = negative 1810->1830 1812 smoking_status ≤ 0.5 gini = 0.142 samples = 52 value = [48, 4] class = negative 1811->1812 1829 gini = 0.0 samples = 1 value = [0, 1] class = positive 1811->1829 1813 avg_glucose_level ≤ 94.0 gini = 0.2188 samples = 32 value = [28, 4] class = negative 1812->1813 1828 gini = 0.0 samples = 20 value = [20, 0] class = negative 1812->1828 1814 bmi ≤ 22.45 gini = 0.1472 samples = 25 value = [23, 2] class = negative 1813->1814 1823 avg_glucose_level ≤ 94.405 gini = 0.4082 samples = 7 value = [5, 2] class = negative 1813->1823 1815 avg_glucose_level ≤ 87.425 gini = 0.0868 samples = 22 value = [21, 1] class = negative 1814->1815 1820 gender ≤ 0.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1814->1820 1816 avg_glucose_level ≤ 86.595 gini = 0.32 samples = 5 value = [4, 1] class = negative 1815->1816 1819 gini = 0.0 samples = 17 value = [17, 0] class = negative 1815->1819 1817 gini = 0.0 samples = 4 value = [4, 0] class = negative 1816->1817 1818 gini = 0.0 samples = 1 value = [0, 1] class = positive 1816->1818 1821 gini = 0.0 samples = 2 value = [2, 0] class = negative 1820->1821 1822 gini = 0.0 samples = 1 value = [0, 1] class = positive 1820->1822 1824 gini = 0.0 samples = 1 value = [0, 1] class = positive 1823->1824 1825 age ≤ 80.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1823->1825 1826 gini = 0.0 samples = 5 value = [5, 0] class = negative 1825->1826 1827 gini = 0.0 samples = 1 value = [0, 1] class = positive 1825->1827 1832 age ≤ 78.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1831->1832 1835 gini = 0.0 samples = 3 value = [3, 0] class = negative 1831->1835 1833 gini = 0.0 samples = 1 value = [1, 0] class = negative 1832->1833 1834 gini = 0.0 samples = 2 value = [0, 2] class = positive 1832->1834 1837 gini = 0.0 samples = 136 value = [136, 0] class = negative 1836->1837 1838 bmi ≤ 32.15 gini = 0.0928 samples = 82 value = [78, 4] class = negative 1836->1838 1839 ever_married ≤ 0.5 gini = 0.0308 samples = 64 value = [63, 1] class = negative 1838->1839 1846 bmi ≤ 32.3 gini = 0.2778 samples = 18 value = [15, 3] class = negative 1838->1846 1840 smoking_status ≤ 0.5 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1839->1840 1845 gini = 0.0 samples = 57 value = [57, 0] class = negative 1839->1845 1841 hypertension ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1840->1841 1844 gini = 0.0 samples = 5 value = [5, 0] class = negative 1840->1844 1842 gini = 0.0 samples = 1 value = [0, 1] class = positive 1841->1842 1843 gini = 0.0 samples = 1 value = [1, 0] class = negative 1841->1843 1847 gini = 0.0 samples = 1 value = [0, 1] class = positive 1846->1847 1848 avg_glucose_level ≤ 87.985 gini = 0.2076 samples = 17 value = [15, 2] class = negative 1846->1848 1849 age ≤ 80.0 gini = 0.48 samples = 5 value = [3, 2] class = negative 1848->1849 1852 gini = 0.0 samples = 12 value = [12, 0] class = negative 1848->1852 1850 gini = 0.0 samples = 2 value = [0, 2] class = positive 1849->1850 1851 gini = 0.0 samples = 3 value = [3, 0] class = negative 1849->1851 1854 bmi ≤ 34.05 gini = 0.5 samples = 2 value = [1, 1] class = negative 1853->1854 1857 smoking_status ≤ 0.5 gini = 0.1423 samples = 389 value = [359, 30] class = negative 1853->1857 1855 gini = 0.0 samples = 1 value = [1, 0] class = negative 1854->1855 1856 gini = 0.0 samples = 1 value = [0, 1] class = positive 1854->1856 1858 heart_disease ≤ 0.5 gini = 0.1748 samples = 248 value = [224, 24] class = negative 1857->1858 1935 avg_glucose_level ≤ 98.68 gini = 0.0815 samples = 141 value = [135, 6] class = negative 1857->1935 1859 avg_glucose_level ≤ 104.085 gini = 0.1465 samples = 201 value = [185, 16] class = negative 1858->1859 1914 gender ≤ 0.5 gini = 0.2825 samples = 47 value = [39, 8] class = negative 1858->1914 1860 bmi ≤ 27.55 gini = 0.0705 samples = 82 value = [79, 3] class = negative 1859->1860 1871 avg_glucose_level ≤ 104.16 gini = 0.1946 samples = 119 value = [106, 13] class = negative 1859->1871 1861 gini = 0.0 samples = 53 value = [53, 0] class = negative 1860->1861 1862 bmi ≤ 27.65 gini = 0.1855 samples = 29 value = [26, 3] class = negative 1860->1862 1863 gini = 0.0 samples = 1 value = [0, 1] class = positive 1862->1863 1864 avg_glucose_level ≤ 99.4 gini = 0.1327 samples = 28 value = [26, 2] class = negative 1862->1864 1865 hypertension ≤ 0.5 gini = 0.32 samples = 10 value = [8, 2] class = negative 1864->1865 1870 gini = 0.0 samples = 18 value = [18, 0] class = negative 1864->1870 1866 avg_glucose_level ≤ 98.93 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1865->1866 1869 gini = 0.0 samples = 1 value = [0, 1] class = positive 1865->1869 1867 gini = 0.0 samples = 8 value = [8, 0] class = negative 1866->1867 1868 gini = 0.0 samples = 1 value = [0, 1] class = positive 1866->1868 1872 gini = 0.0 samples = 1 value = [0, 1] class = positive 1871->1872 1873 avg_glucose_level ≤ 104.915 gini = 0.1827 samples = 118 value = [106, 12] class = negative 1871->1873 1874 avg_glucose_level ≤ 104.435 gini = 0.4444 samples = 6 value = [4, 2] class = negative 1873->1874 1877 gender ≤ 0.5 gini = 0.1626 samples = 112 value = [102, 10] class = negative 1873->1877 1875 gini = 0.0 samples = 4 value = [4, 0] class = negative 1874->1875 1876 gini = 0.0 samples = 2 value = [0, 2] class = positive 1874->1876 1878 age ≤ 79.5 gini = 0.2217 samples = 63 value = [55, 8] class = negative 1877->1878 1905 bmi ≤ 27.2 gini = 0.0783 samples = 49 value = [47, 2] class = negative 1877->1905 1879 avg_glucose_level ≤ 110.25 gini = 0.0713 samples = 27 value = [26, 1] class = negative 1878->1879 1884 age ≤ 80.5 gini = 0.3133 samples = 36 value = [29, 7] class = negative 1878->1884 1880 avg_glucose_level ≤ 109.395 gini = 0.1975 samples = 9 value = [8, 1] class = negative 1879->1880 1883 gini = 0.0 samples = 18 value = [18, 0] class = negative 1879->1883 1881 gini = 0.0 samples = 8 value = [8, 0] class = negative 1880->1881 1882 gini = 0.0 samples = 1 value = [0, 1] class = positive 1880->1882 1885 avg_glucose_level ≤ 106.855 gini = 0.4567 samples = 17 value = [11, 6] class = negative 1884->1885 1900 bmi ≤ 32.9 gini = 0.0997 samples = 19 value = [18, 1] class = negative 1884->1900 1886 gini = 0.0 samples = 2 value = [0, 2] class = positive 1885->1886 1887 Residence_type ≤ 0.5 gini = 0.3911 samples = 15 value = [11, 4] class = negative 1885->1887 1888 bmi ≤ 27.0 gini = 0.4938 samples = 9 value = [5, 4] class = negative 1887->1888 1899 gini = 0.0 samples = 6 value = [6, 0] class = negative 1887->1899 1889 avg_glucose_level ≤ 114.15 gini = 0.4688 samples = 8 value = [5, 3] class = negative 1888->1889 1898 gini = 0.0 samples = 1 value = [0, 1] class = positive 1888->1898 1890 bmi ≤ 21.2 gini = 0.32 samples = 5 value = [4, 1] class = negative 1889->1890 1895 avg_glucose_level ≤ 118.86 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1889->1895 1891 bmi ≤ 19.25 gini = 0.5 samples = 2 value = [1, 1] class = negative 1890->1891 1894 gini = 0.0 samples = 3 value = [3, 0] class = negative 1890->1894 1892 gini = 0.0 samples = 1 value = [1, 0] class = negative 1891->1892 1893 gini = 0.0 samples = 1 value = [0, 1] class = positive 1891->1893 1896 gini = 0.0 samples = 2 value = [0, 2] class = positive 1895->1896 1897 gini = 0.0 samples = 1 value = [1, 0] class = negative 1895->1897 1901 gini = 0.0 samples = 17 value = [17, 0] class = negative 1900->1901 1902 avg_glucose_level ≤ 115.01 gini = 0.5 samples = 2 value = [1, 1] class = negative 1900->1902 1903 gini = 0.0 samples = 1 value = [1, 0] class = negative 1902->1903 1904 gini = 0.0 samples = 1 value = [0, 1] class = positive 1902->1904 1906 bmi ≤ 25.95 gini = 0.1588 samples = 23 value = [21, 2] class = negative 1905->1906 1913 gini = 0.0 samples = 26 value = [26, 0] class = negative 1905->1913 1907 gini = 0.0 samples = 16 value = [16, 0] class = negative 1906->1907 1908 avg_glucose_level ≤ 116.605 gini = 0.4082 samples = 7 value = [5, 2] class = negative 1906->1908 1909 avg_glucose_level ≤ 109.695 gini = 0.4444 samples = 3 value = [1, 2] class = positive 1908->1909 1912 gini = 0.0 samples = 4 value = [4, 0] class = negative 1908->1912 1910 gini = 0.0 samples = 1 value = [1, 0] class = negative 1909->1910 1911 gini = 0.0 samples = 2 value = [0, 2] class = positive 1909->1911 1915 avg_glucose_level ≤ 117.57 gini = 0.1748 samples = 31 value = [28, 3] class = negative 1914->1915 1926 bmi ≤ 24.3 gini = 0.4297 samples = 16 value = [11, 5] class = negative 1914->1926 1916 avg_glucose_level ≤ 111.04 gini = 0.1244 samples = 30 value = [28, 2] class = negative 1915->1916 1925 gini = 0.0 samples = 1 value = [0, 1] class = positive 1915->1925 1917 gini = 0.0 samples = 21 value = [21, 0] class = negative 1916->1917 1918 avg_glucose_level ≤ 111.695 gini = 0.3457 samples = 9 value = [7, 2] class = negative 1916->1918 1919 gini = 0.0 samples = 1 value = [0, 1] class = positive 1918->1919 1920 avg_glucose_level ≤ 113.935 gini = 0.2188 samples = 8 value = [7, 1] class = negative 1918->1920 1921 bmi ≤ 31.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 1920->1921 1924 gini = 0.0 samples = 5 value = [5, 0] class = negative 1920->1924 1922 gini = 0.0 samples = 1 value = [0, 1] class = positive 1921->1922 1923 gini = 0.0 samples = 2 value = [2, 0] class = negative 1921->1923 1927 gini = 0.0 samples = 2 value = [0, 2] class = positive 1926->1927 1928 Residence_type ≤ 0.5 gini = 0.3367 samples = 14 value = [11, 3] class = negative 1926->1928 1929 avg_glucose_level ≤ 101.06 gini = 0.5 samples = 6 value = [3, 3] class = negative 1928->1929 1934 gini = 0.0 samples = 8 value = [8, 0] class = negative 1928->1934 1930 gini = 0.0 samples = 2 value = [2, 0] class = negative 1929->1930 1931 avg_glucose_level ≤ 106.165 gini = 0.375 samples = 4 value = [1, 3] class = positive 1929->1931 1932 gini = 0.0 samples = 3 value = [0, 3] class = positive 1931->1932 1933 gini = 0.0 samples = 1 value = [1, 0] class = negative 1931->1933 1936 bmi ≤ 22.35 gini = 0.32 samples = 15 value = [12, 3] class = negative 1935->1936 1943 bmi ≤ 32.75 gini = 0.0465 samples = 126 value = [123, 3] class = negative 1935->1943 1937 bmi ≤ 22.1 gini = 0.5 samples = 6 value = [3, 3] class = negative 1936->1937 1942 gini = 0.0 samples = 9 value = [9, 0] class = negative 1936->1942 1938 bmi ≤ 21.7 gini = 0.375 samples = 4 value = [3, 1] class = negative 1937->1938 1941 gini = 0.0 samples = 2 value = [0, 2] class = positive 1937->1941 1939 gini = 0.0 samples = 1 value = [0, 1] class = positive 1938->1939 1940 gini = 0.0 samples = 3 value = [3, 0] class = negative 1938->1940 1944 bmi ≤ 21.85 gini = 0.0185 samples = 107 value = [106, 1] class = negative 1943->1944 1949 bmi ≤ 33.05 gini = 0.1884 samples = 19 value = [17, 2] class = negative 1943->1949 1945 bmi ≤ 21.55 gini = 0.0832 samples = 23 value = [22, 1] class = negative 1944->1945 1948 gini = 0.0 samples = 84 value = [84, 0] class = negative 1944->1948 1946 gini = 0.0 samples = 22 value = [22, 0] class = negative 1945->1946 1947 gini = 0.0 samples = 1 value = [0, 1] class = positive 1945->1947 1950 gini = 0.0 samples = 1 value = [0, 1] class = positive 1949->1950 1951 avg_glucose_level ≤ 100.46 gini = 0.1049 samples = 18 value = [17, 1] class = negative 1949->1951 1952 gini = 0.0 samples = 1 value = [0, 1] class = positive 1951->1952 1953 gini = 0.0 samples = 17 value = [17, 0] class = negative 1951->1953 1955 gini = 0.0 samples = 1 value = [0, 1] class = positive 1954->1955 1956 heart_disease ≤ 0.5 gini = 0.2029 samples = 611 value = [541, 70] class = negative 1954->1956 1957 avg_glucose_level ≤ 258.875 gini = 0.1762 samples = 461 value = [416, 45] class = negative 1956->1957 2098 bmi ≤ 22.05 gini = 0.2778 samples = 150 value = [125, 25] class = negative 1956->2098 1958 age ≤ 79.5 gini = 0.1705 samples = 457 value = [414, 43] class = negative 1957->1958 2095 avg_glucose_level ≤ 263.0 gini = 0.5 samples = 4 value = [2, 2] class = negative 1957->2095 1959 bmi ≤ 31.45 gini = 0.2162 samples = 219 value = [192, 27] class = negative 1958->1959 2040 bmi ≤ 29.25 gini = 0.1254 samples = 238 value = [222, 16] class = negative 1958->2040 1960 bmi ≤ 18.05 gini = 0.1557 samples = 141 value = [129, 12] class = negative 1959->1960 2001 bmi ≤ 32.75 gini = 0.3107 samples = 78 value = [63, 15] class = negative 1959->2001 1961 bmi ≤ 17.8 gini = 0.5 samples = 2 value = [1, 1] class = negative 1960->1961 1964 avg_glucose_level ≤ 137.61 gini = 0.1457 samples = 139 value = [128, 11] class = negative 1960->1964 1962 gini = 0.0 samples = 1 value = [1, 0] class = negative 1961->1962 1963 gini = 0.0 samples = 1 value = [0, 1] class = positive 1961->1963 1965 avg_glucose_level ≤ 128.4 gini = 0.3084 samples = 21 value = [17, 4] class = negative 1964->1965 1976 avg_glucose_level ≤ 222.145 gini = 0.1116 samples = 118 value = [111, 7] class = negative 1964->1976 1966 gini = 0.0 samples = 11 value = [11, 0] class = negative 1965->1966 1967 bmi ≤ 25.25 gini = 0.48 samples = 10 value = [6, 4] class = negative 1965->1967 1968 hypertension ≤ 0.5 gini = 0.375 samples = 8 value = [6, 2] class = negative 1967->1968 1975 gini = 0.0 samples = 2 value = [0, 2] class = positive 1967->1975 1969 smoking_status ≤ 0.5 gini = 0.2449 samples = 7 value = [6, 1] class = negative 1968->1969 1974 gini = 0.0 samples = 1 value = [0, 1] class = positive 1968->1974 1970 gini = 0.0 samples = 5 value = [5, 0] class = negative 1969->1970 1971 avg_glucose_level ≤ 131.265 gini = 0.5 samples = 2 value = [1, 1] class = negative 1969->1971 1972 gini = 0.0 samples = 1 value = [1, 0] class = negative 1971->1972 1973 gini = 0.0 samples = 1 value = [0, 1] class = positive 1971->1973 1977 bmi ≤ 28.75 gini = 0.0659 samples = 88 value = [85, 3] class = negative 1976->1977 1990 avg_glucose_level ≤ 222.435 gini = 0.2311 samples = 30 value = [26, 4] class = negative 1976->1990 1978 gini = 0.0 samples = 61 value = [61, 0] class = negative 1977->1978 1979 bmi ≤ 29.0 gini = 0.1975 samples = 27 value = [24, 3] class = negative 1977->1979 1980 Residence_type ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 1979->1980 1983 bmi ≤ 30.85 gini = 0.0832 samples = 23 value = [22, 1] class = negative 1979->1983 1981 gini = 0.0 samples = 2 value = [0, 2] class = positive 1980->1981 1982 gini = 0.0 samples = 2 value = [2, 0] class = negative 1980->1982 1984 gini = 0.0 samples = 17 value = [17, 0] class = negative 1983->1984 1985 age ≤ 78.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 1983->1985 1986 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 1985->1986 1989 gini = 0.0 samples = 4 value = [4, 0] class = negative 1985->1989 1987 gini = 0.0 samples = 1 value = [1, 0] class = negative 1986->1987 1988 gini = 0.0 samples = 1 value = [0, 1] class = positive 1986->1988 1991 gini = 0.0 samples = 1 value = [0, 1] class = positive 1990->1991 1992 bmi ≤ 26.7 gini = 0.1855 samples = 29 value = [26, 3] class = negative 1990->1992 1993 bmi ≤ 26.05 gini = 0.3047 samples = 16 value = [13, 3] class = negative 1992->1993 2000 gini = 0.0 samples = 13 value = [13, 0] class = negative 1992->2000 1994 bmi ≤ 22.05 gini = 0.1327 samples = 14 value = [13, 1] class = negative 1993->1994 1999 gini = 0.0 samples = 2 value = [0, 2] class = positive 1993->1999 1995 avg_glucose_level ≤ 240.405 gini = 0.32 samples = 5 value = [4, 1] class = negative 1994->1995 1998 gini = 0.0 samples = 9 value = [9, 0] class = negative 1994->1998 1996 gini = 0.0 samples = 1 value = [0, 1] class = positive 1995->1996 1997 gini = 0.0 samples = 4 value = [4, 0] class = negative 1995->1997 2002 bmi ≤ 32.5 gini = 0.497 samples = 13 value = [7, 6] class = negative 2001->2002 2015 ever_married ≤ 0.5 gini = 0.2386 samples = 65 value = [56, 9] class = negative 2001->2015 2003 smoking_status ≤ 0.5 gini = 0.4628 samples = 11 value = [7, 4] class = negative 2002->2003 2014 gini = 0.0 samples = 2 value = [0, 2] class = positive 2002->2014 2004 bmi ≤ 31.95 gini = 0.5 samples = 8 value = [4, 4] class = negative 2003->2004 2013 gini = 0.0 samples = 3 value = [3, 0] class = negative 2003->2013 2005 avg_glucose_level ≤ 163.46 gini = 0.375 samples = 4 value = [1, 3] class = positive 2004->2005 2010 avg_glucose_level ≤ 228.685 gini = 0.375 samples = 4 value = [3, 1] class = negative 2004->2010 2006 gini = 0.0 samples = 2 value = [0, 2] class = positive 2005->2006 2007 bmi ≤ 31.75 gini = 0.5 samples = 2 value = [1, 1] class = negative 2005->2007 2008 gini = 0.0 samples = 1 value = [1, 0] class = negative 2007->2008 2009 gini = 0.0 samples = 1 value = [0, 1] class = positive 2007->2009 2011 gini = 0.0 samples = 3 value = [3, 0] class = negative 2010->2011 2012 gini = 0.0 samples = 1 value = [0, 1] class = positive 2010->2012 2016 bmi ≤ 36.25 gini = 0.5 samples = 8 value = [4, 4] class = negative 2015->2016 2021 Residence_type ≤ 0.5 gini = 0.16 samples = 57 value = [52, 5] class = negative 2015->2021 2017 gini = 0.0 samples = 2 value = [0, 2] class = positive 2016->2017 2018 hypertension ≤ 0.5 gini = 0.4444 samples = 6 value = [4, 2] class = negative 2016->2018 2019 gini = 0.0 samples = 4 value = [4, 0] class = negative 2018->2019 2020 gini = 0.0 samples = 2 value = [0, 2] class = positive 2018->2020 2022 avg_glucose_level ≤ 209.955 gini = 0.2975 samples = 22 value = [18, 4] class = negative 2021->2022 2033 bmi ≤ 33.15 gini = 0.0555 samples = 35 value = [34, 1] class = negative 2021->2033 2023 bmi ≤ 33.45 gini = 0.426 samples = 13 value = [9, 4] class = negative 2022->2023 2032 gini = 0.0 samples = 9 value = [9, 0] class = negative 2022->2032 2024 gini = 0.0 samples = 4 value = [4, 0] class = negative 2023->2024 2025 avg_glucose_level ≤ 201.55 gini = 0.4938 samples = 9 value = [5, 4] class = negative 2023->2025 2026 bmi ≤ 36.85 gini = 0.4082 samples = 7 value = [5, 2] class = negative 2025->2026 2031 gini = 0.0 samples = 2 value = [0, 2] class = positive 2025->2031 2027 age ≤ 78.5 gini = 0.4444 samples = 3 value = [1, 2] class = positive 2026->2027 2030 gini = 0.0 samples = 4 value = [4, 0] class = negative 2026->2030 2028 gini = 0.0 samples = 2 value = [0, 2] class = positive 2027->2028 2029 gini = 0.0 samples = 1 value = [1, 0] class = negative 2027->2029 2034 smoking_status ≤ 0.5 gini = 0.2778 samples = 6 value = [5, 1] class = negative 2033->2034 2039 gini = 0.0 samples = 29 value = [29, 0] class = negative 2033->2039 2035 avg_glucose_level ≤ 162.465 gini = 0.4444 samples = 3 value = [2, 1] class = negative 2034->2035 2038 gini = 0.0 samples = 3 value = [3, 0] class = negative 2034->2038 2036 gini = 0.0 samples = 2 value = [2, 0] class = negative 2035->2036 2037 gini = 0.0 samples = 1 value = [0, 1] class = positive 2035->2037 2041 bmi ≤ 28.95 gini = 0.18 samples = 130 value = [117, 13] class = negative 2040->2041 2082 ever_married ≤ 0.5 gini = 0.054 samples = 108 value = [105, 3] class = negative 2040->2082 2042 hypertension ≤ 0.5 gini = 0.1483 samples = 124 value = [114, 10] class = negative 2041->2042 2077 age ≤ 81.5 gini = 0.5 samples = 6 value = [3, 3] class = negative 2041->2077 2043 bmi ≤ 20.75 gini = 0.1078 samples = 105 value = [99, 6] class = negative 2042->2043 2068 avg_glucose_level ≤ 235.015 gini = 0.3324 samples = 19 value = [15, 4] class = negative 2042->2068 2044 bmi ≤ 20.65 gini = 0.375 samples = 8 value = [6, 2] class = negative 2043->2044 2051 avg_glucose_level ≤ 212.855 gini = 0.0791 samples = 97 value = [93, 4] class = negative 2043->2051 2045 age ≤ 81.5 gini = 0.2449 samples = 7 value = [6, 1] class = negative 2044->2045 2050 gini = 0.0 samples = 1 value = [0, 1] class = positive 2044->2050 2046 gini = 0.0 samples = 4 value = [4, 0] class = negative 2045->2046 2047 avg_glucose_level ≤ 154.06 gini = 0.4444 samples = 3 value = [2, 1] class = negative 2045->2047 2048 gini = 0.0 samples = 1 value = [0, 1] class = positive 2047->2048 2049 gini = 0.0 samples = 2 value = [2, 0] class = negative 2047->2049 2052 gini = 0.0 samples = 63 value = [63, 0] class = negative 2051->2052 2053 avg_glucose_level ≤ 213.345 gini = 0.2076 samples = 34 value = [30, 4] class = negative 2051->2053 2054 gini = 0.0 samples = 1 value = [0, 1] class = positive 2053->2054 2055 avg_glucose_level ≤ 222.845 gini = 0.1653 samples = 33 value = [30, 3] class = negative 2053->2055 2056 avg_glucose_level ≤ 222.51 gini = 0.375 samples = 12 value = [9, 3] class = negative 2055->2056 2067 gini = 0.0 samples = 21 value = [21, 0] class = negative 2055->2067 2057 age ≤ 81.5 gini = 0.2975 samples = 11 value = [9, 2] class = negative 2056->2057 2066 gini = 0.0 samples = 1 value = [0, 1] class = positive 2056->2066 2058 gini = 0.0 samples = 7 value = [7, 0] class = negative 2057->2058 2059 bmi ≤ 25.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 2057->2059 2060 gini = 0.0 samples = 1 value = [0, 1] class = positive 2059->2060 2061 bmi ≤ 26.0 gini = 0.4444 samples = 3 value = [2, 1] class = negative 2059->2061 2062 gini = 0.0 samples = 1 value = [1, 0] class = negative 2061->2062 2063 gender ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 2061->2063 2064 gini = 0.0 samples = 1 value = [1, 0] class = negative 2063->2064 2065 gini = 0.0 samples = 1 value = [0, 1] class = positive 2063->2065 2069 age ≤ 81.5 gini = 0.2188 samples = 16 value = [14, 2] class = negative 2068->2069 2074 bmi ≤ 25.15 gini = 0.4444 samples = 3 value = [1, 2] class = positive 2068->2074 2070 gini = 0.0 samples = 12 value = [12, 0] class = negative 2069->2070 2071 gender ≤ 0.5 gini = 0.5 samples = 4 value = [2, 2] class = negative 2069->2071 2072 gini = 0.0 samples = 2 value = [0, 2] class = positive 2071->2072 2073 gini = 0.0 samples = 2 value = [2, 0] class = negative 2071->2073 2075 gini = 0.0 samples = 1 value = [1, 0] class = negative 2074->2075 2076 gini = 0.0 samples = 2 value = [0, 2] class = positive 2074->2076 2078 avg_glucose_level ≤ 192.85 gini = 0.375 samples = 4 value = [3, 1] class = negative 2077->2078 2081 gini = 0.0 samples = 2 value = [0, 2] class = positive 2077->2081 2079 gini = 0.0 samples = 1 value = [0, 1] class = positive 2078->2079 2080 gini = 0.0 samples = 3 value = [3, 0] class = negative 2078->2080 2083 avg_glucose_level ≤ 236.255 gini = 0.2311 samples = 15 value = [13, 2] class = negative 2082->2083 2090 bmi ≤ 30.95 gini = 0.0213 samples = 93 value = [92, 1] class = negative 2082->2090 2084 bmi ≤ 37.65 gini = 0.1327 samples = 14 value = [13, 1] class = negative 2083->2084 2089 gini = 0.0 samples = 1 value = [0, 1] class = positive 2083->2089 2085 gini = 0.0 samples = 12 value = [12, 0] class = negative 2084->2085 2086 age ≤ 80.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 2084->2086 2087 gini = 0.0 samples = 1 value = [1, 0] class = negative 2086->2087 2088 gini = 0.0 samples = 1 value = [0, 1] class = positive 2086->2088 2091 bmi ≤ 30.8 gini = 0.095 samples = 20 value = [19, 1] class = negative 2090->2091 2094 gini = 0.0 samples = 73 value = [73, 0] class = negative 2090->2094 2092 gini = 0.0 samples = 19 value = [19, 0] class = negative 2091->2092 2093 gini = 0.0 samples = 1 value = [0, 1] class = positive 2091->2093 2096 gini = 0.0 samples = 2 value = [0, 2] class = positive 2095->2096 2097 gini = 0.0 samples = 2 value = [2, 0] class = negative 2095->2097 2099 gini = 0.0 samples = 12 value = [12, 0] class = negative 2098->2099 2100 bmi ≤ 22.65 gini = 0.2967 samples = 138 value = [113, 25] class = negative 2098->2100 2101 gini = 0.0 samples = 2 value = [0, 2] class = positive 2100->2101 2102 bmi ≤ 31.55 gini = 0.281 samples = 136 value = [113, 23] class = negative 2100->2102 2103 bmi ≤ 31.45 gini = 0.3155 samples = 107 value = [86, 21] class = negative 2102->2103 2156 age ≤ 79.5 gini = 0.1284 samples = 29 value = [27, 2] class = negative 2102->2156 2104 bmi ≤ 23.85 gini = 0.3062 samples = 106 value = [86, 20] class = negative 2103->2104 2155 gini = 0.0 samples = 1 value = [0, 1] class = positive 2103->2155 2105 gini = 0.0 samples = 11 value = [11, 0] class = negative 2104->2105 2106 avg_glucose_level ≤ 226.59 gini = 0.3324 samples = 95 value = [75, 20] class = negative 2104->2106 2107 avg_glucose_level ≤ 214.925 gini = 0.3056 samples = 85 value = [69, 16] class = negative 2106->2107 2148 age ≤ 80.5 gini = 0.48 samples = 10 value = [6, 4] class = negative 2106->2148 2108 avg_glucose_level ≤ 212.25 gini = 0.3527 samples = 70 value = [54, 16] class = negative 2107->2108 2147 gini = 0.0 samples = 15 value = [15, 0] class = negative 2107->2147 2109 bmi ≤ 25.7 gini = 0.327 samples = 68 value = [54, 14] class = negative 2108->2109 2146 gini = 0.0 samples = 2 value = [0, 2] class = positive 2108->2146 2110 bmi ≤ 25.3 gini = 0.497 samples = 13 value = [7, 6] class = negative 2109->2110 2121 bmi ≤ 30.65 gini = 0.2486 samples = 55 value = [47, 8] class = negative 2109->2121 2111 avg_glucose_level ≤ 210.95 gini = 0.42 samples = 10 value = [7, 3] class = negative 2110->2111 2120 gini = 0.0 samples = 3 value = [0, 3] class = positive 2110->2120 2112 age ≤ 81.0 gini = 0.3457 samples = 9 value = [7, 2] class = negative 2111->2112 2119 gini = 0.0 samples = 1 value = [0, 1] class = positive 2111->2119 2113 avg_glucose_level ≤ 174.545 gini = 0.2188 samples = 8 value = [7, 1] class = negative 2112->2113 2118 gini = 0.0 samples = 1 value = [0, 1] class = positive 2112->2118 2114 avg_glucose_level ≤ 158.93 gini = 0.375 samples = 4 value = [3, 1] class = negative 2113->2114 2117 gini = 0.0 samples = 4 value = [4, 0] class = negative 2113->2117 2115 gini = 0.0 samples = 3 value = [3, 0] class = negative 2114->2115 2116 gini = 0.0 samples = 1 value = [0, 1] class = positive 2114->2116 2122 bmi ≤ 28.2 gini = 0.1901 samples = 47 value = [42, 5] class = negative 2121->2122 2141 age ≤ 79.5 gini = 0.4688 samples = 8 value = [5, 3] class = negative 2121->2141 2123 bmi ≤ 27.5 gini = 0.2706 samples = 31 value = [26, 5] class = negative 2122->2123 2140 gini = 0.0 samples = 16 value = [16, 0] class = negative 2122->2140 2124 age ≤ 81.5 gini = 0.0799 samples = 24 value = [23, 1] class = negative 2123->2124 2131 bmi ≤ 27.95 gini = 0.4898 samples = 7 value = [3, 4] class = positive 2123->2131 2125 gini = 0.0 samples = 20 value = [20, 0] class = negative 2124->2125 2126 ever_married ≤ 0.5 gini = 0.375 samples = 4 value = [3, 1] class = negative 2124->2126 2127 gini = 0.0 samples = 2 value = [2, 0] class = negative 2126->2127 2128 smoking_status ≤ 0.5 gini = 0.5 samples = 2 value = [1, 1] class = negative 2126->2128 2129 gini = 0.0 samples = 1 value = [1, 0] class = negative 2128->2129 2130 gini = 0.0 samples = 1 value = [0, 1] class = positive 2128->2130 2132 Residence_type ≤ 0.5 gini = 0.375 samples = 4 value = [1, 3] class = positive 2131->2132 2137 age ≤ 78.5 gini = 0.4444 samples = 3 value = [2, 1] class = negative 2131->2137 2133 age ≤ 80.0 gini = 0.5 samples = 2 value = [1, 1] class = negative 2132->2133 2136 gini = 0.0 samples = 2 value = [0, 2] class = positive 2132->2136 2134 gini = 0.0 samples = 1 value = [0, 1] class = positive 2133->2134 2135 gini = 0.0 samples = 1 value = [1, 0] class = negative 2133->2135 2138 gini = 0.0 samples = 2 value = [2, 0] class = negative 2137->2138 2139 gini = 0.0 samples = 1 value = [0, 1] class = positive 2137->2139 2142 bmi ≤ 31.05 gini = 0.375 samples = 4 value = [1, 3] class = positive 2141->2142 2145 gini = 0.0 samples = 4 value = [4, 0] class = negative 2141->2145 2143 gini = 0.0 samples = 3 value = [0, 3] class = positive 2142->2143 2144 gini = 0.0 samples = 1 value = [1, 0] class = negative 2142->2144 2149 bmi ≤ 30.55 gini = 0.4898 samples = 7 value = [3, 4] class = positive 2148->2149 2154 gini = 0.0 samples = 3 value = [3, 0] class = negative 2148->2154 2150 age ≤ 78.5 gini = 0.32 samples = 5 value = [1, 4] class = positive 2149->2150 2153 gini = 0.0 samples = 2 value = [2, 0] class = negative 2149->2153 2151 gini = 0.0 samples = 1 value = [1, 0] class = negative 2150->2151 2152 gini = 0.0 samples = 4 value = [0, 4] class = positive 2150->2152 2157 gini = 0.0 samples = 15 value = [15, 0] class = negative 2156->2157 2158 avg_glucose_level ≤ 203.39 gini = 0.2449 samples = 14 value = [12, 2] class = negative 2156->2158 2159 gini = 0.0 samples = 7 value = [7, 0] class = negative 2158->2159 2160 avg_glucose_level ≤ 210.615 gini = 0.4082 samples = 7 value = [5, 2] class = negative 2158->2160 2161 gini = 0.0 samples = 2 value = [0, 2] class = positive 2160->2161 2162 gini = 0.0 samples = 5 value = [5, 0] class = negative 2160->2162
In [26]:
from sklearn.ensemble import RandomForestClassifier
rf = RandomForestClassifier(n_estimators=200)
rf = rf.fit(X_train, y_train)
rf.score(X_test, y_test)
Out[26]:
0.9802764976958526
In [27]:
sorted(zip(rf.feature_importances_, feature_names), reverse=True)
Out[27]:
[(0.39346978499713897, 'avg_glucose_level'),
 (0.27548411711469956, 'bmi'),
 (0.19299537341010364, 'age'),
 (0.030943686214760686, 'Residence_type'),
 (0.029839428898182706, 'gender'),
 (0.026374686960822822, 'smoking_status'),
 (0.020392386361415906, 'hypertension'),
 (0.016433023961452426, 'heart_disease'),
 (0.014067512081423544, 'ever_married')]
In [ ]: